WO2023185985A1 - Biomarker, system, method, and kit for assessing efficacy of tumor ibc therapy - Google Patents

Biomarker, system, method, and kit for assessing efficacy of tumor ibc therapy Download PDF

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WO2023185985A1
WO2023185985A1 PCT/CN2023/084977 CN2023084977W WO2023185985A1 WO 2023185985 A1 WO2023185985 A1 WO 2023185985A1 CN 2023084977 W CN2023084977 W CN 2023084977W WO 2023185985 A1 WO2023185985 A1 WO 2023185985A1
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circ
tumor
patient
ibc
therapy
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French (fr)
Chinese (zh)
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叶幼琼
董宇
刘洪�
高骞
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及智(苏州)医学技术有限公司
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    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q1/00Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
    • C12Q1/68Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
    • C12Q1/6876Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
    • C12Q1/6883Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
    • C12Q1/6886Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material for cancer
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B25/00ICT specially adapted for hybridisation; ICT specially adapted for gene or protein expression
    • G16B25/10Gene or protein expression profiling; Expression-ratio estimation or normalisation
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B25/00ICT specially adapted for hybridisation; ICT specially adapted for gene or protein expression
    • G16B25/20Polymerase chain reaction [PCR]; Primer or probe design; Probe optimisation
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B30/00ICT specially adapted for sequence analysis involving nucleotides or amino acids
    • G16B30/10Sequence alignment; Homology search
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B40/00ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
    • G16B40/10Signal processing, e.g. from mass spectrometry [MS] or from PCR
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
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    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/106Pharmacogenomics, i.e. genetic variability in individual responses to drugs and drug metabolism
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    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/158Expression markers
    • CCHEMISTRY; METALLURGY
    • C12BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
    • C12QMEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
    • C12Q2600/00Oligonucleotides characterized by their use
    • C12Q2600/178Oligonucleotides characterized by their use miRNA, siRNA or ncRNA

Definitions

  • the present invention relates to the field of biomedicine, and in particular to biomarkers, systems, methods and kits for evaluating the efficacy of tumor IBC therapy.
  • melanoma is the most common histological subtype and is responsible for approximately 75% of skin cancer-related deaths worldwide, with 15-25 deaths per 100,000 people. The median survival time for metastatic melanoma is 6-12 months.
  • Immune checkpoint blockade (ICB) targeting programmed cell death receptor 1 (PD-1) and cytotoxic T lymphocyte antigen 4 (CTLA-4) is a revolutionary breakthrough in oncology. Unfortunately, only a small proportion of patients derive lasting clinical benefit from immunotherapy. There is an urgent need to identify biomarkers that predict ICB to guide precision tumor immunotherapy.
  • CircRNA is a type of single-stranded non-coding RNA characterized by a covalently closed circular structure, which is produced by back-splicing precursor mRNA through the downstream 5' splice site to the upstream 3' splice site.
  • circRNA participates in a variety of biological and cellular functions by binding to miRNA or proteins, such as tumorigenesis and epithelial-mesenchymal transition (EMT).
  • EMT epithelial-mesenchymal transition
  • hsa_circ_0020397 can bind and inhibit the expression of miR-138, thereby promoting the expression of the target protein PD-L1 of miR-138, leading to immune evasion of colorectal cancer.
  • circRNA can also interact with proteins.
  • circFoxo3 can induce p53 degradation by binding to MDM2, thereby re-regulating immune responses.
  • Tumor cells may produce aberrant circRNAs and transport them to immune cells via exosomes and extracellular vesicles, suggesting the potential role of circRNAs in intercellular communication.
  • circRNA can also interact with proteins.
  • circFoxo3 can induce p53 degradation by binding to MDM2, thereby re-regulating immune responses.
  • Tumor cells may produce aberrant circRNAs and transport them to immune cells via exosomes and extracellular vesicles, suggesting the potential role of circRNAs in intercellular communication.
  • circRNA plays a role in the tumor microenvironment plays an important role in predicting the response to immunotherapy.
  • circRNA has an increasing role in the immune system, there is still no expression map of circRNA in cancer immunotherapy.
  • biomarkers related to ICB response in melanoma such as PD-L1 and CD8, tumor mutation burden (TMB) and neoantigens, interferon (IFN)- ⁇ signaling pathway, gene expression markers substances, and tumor immune microenvironment, etc.
  • the expression of PD-L1 protein on tumor cells or immune cells is currently a commonly used biomarker for predicting immune checkpoint blockade therapy, but it does not have the ability to predict ICB response.
  • universality Furthermore, PD-L1 expression is dynamic and can change with exposure to previous treatments and tumor-infiltrating immune cells, with spatial and temporal heterogeneity. These may limit its ability to distinguish whether patients respond to immunotherapy, resulting in poor specificity and low stability in the evaluation of tumor IBC treatment effects.
  • the purpose of the present invention is to provide a more specific and stable biomarker based on circRNA for evaluating the therapeutic effect of tumor IBC.
  • Another object of the present invention is to provide a kit for evaluating the therapeutic effect of tumor IBC.
  • Another object of the present invention is to provide a system and method for evaluating the therapeutic effect of tumor IBC.
  • the first aspect of the present invention provides a set of biomarkers for evaluating the efficacy of tumor IBC therapy, and the biomarkers include circ-TMTC3 and/or circ-FAM117B.
  • the assessment is a pre-assessment.
  • the biomarkers include circ-TMTC3 and circ-FAM117B; wherein at least part of the nucleic acid sequence of circ-TMTC3 is identical to SEQ ID NO: 1; the nucleic acid sequence of circ-FAM117B At least part of it is the same as SEQ ID NO:2.
  • the tumor is melanoma.
  • a second aspect of the present invention provides a kit for evaluating the efficacy of tumor IBC therapy, the kit comprising:
  • a primer pair set and a probe includes a first primer pair and a second primer pair;
  • a first primer pair includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4;
  • a second primer pair includes a forward primer of the sequence shown in SEQ ID NO:5, and a reverse primer of the sequence shown in SEQ ID NO:6.
  • the probe includes:
  • the first probe specifically targets circ-TMTC3, and the sequence of the first probe is as shown in SEQ ID NO: 7;
  • the second probe specifically targets circ-FAM117B, and the sequence of the second probe is shown in SEQ ID NO: 8.
  • the third aspect of the present invention provides the use of circ-TMTC3 and circ-FAM117B detection reagents for preparing a kit for evaluating the efficacy of tumor IBC therapy.
  • the detection reagent is a nucleic acid detection reagent (such as a PCR detection reagent that specifically detects circ-TMTC3, a PCR detection reagent that specifically detects circ-FAM117B), or an immunological detection reagent (such as a specific detection reagent that detects circ-FAM117B).
  • a nucleic acid detection reagent such as a PCR detection reagent that specifically detects circ-TMTC3, a PCR detection reagent that specifically detects circ-FAM117B
  • an immunological detection reagent such as a specific detection reagent that detects circ-FAM117B.
  • the PCR detection reagent for specifically detecting circ-TMTC3 includes:
  • It includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4; preferably, it also includes a probe with a sequence shown in SEQ ID NO:7.
  • the PCR detection reagent for specifically detecting circ-FAM117B includes:
  • It includes a forward primer with a sequence shown in SEQ ID NO:5, and a reverse primer with a sequence shown in SEQ ID NO:6; preferably, it also includes a probe with a sequence shown in SEQ ID NO:8.
  • a fourth aspect of the present invention provides a system for evaluating the efficacy of tumor IBC therapy, the system comprising:
  • a biomarker detection unit configured to determine the expression level of the biomarker in the patient's tumor tissue
  • a data processing unit configured to compare the patient's tumor tissue Expression levels and thresholds of biomarkers to evaluate the efficacy of tumor IBC therapy in the patient;
  • the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
  • the biomarker includes circ-TMTC3 or circ-FAM117B.
  • the system includes:
  • a biomarker detection unit configured to measure the expression level E1 of circ-TMTC3 in the patient's tumor tissue;
  • a data processing unit configured to compare E1 and the threshold E1' to determine the efficacy of the tumor IBC therapy on the patient;
  • E1 is less than E1', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
  • the system includes:
  • a biomarker detection unit is configured to measure the expression level E2 of circ-FAM117B in the patient's tumor tissue;
  • a data processing unit configured to compare E2 and the threshold E2' to determine the efficacy of the tumor IBC therapy on the patient;
  • E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
  • the biomarkers include: circ-TMTC3 and circ-FAM117B.
  • the system includes:
  • a biomarker detection unit configured to determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
  • a data processing unit configured to compare E1 with the threshold value E1', and compare E2 with the threshold value E2', to determine the efficacy of the tumor IBC therapy on the patient;
  • E1 is less than E1'
  • E2 is less than E2'
  • the system includes:
  • a biomarker detection unit is configured to measure the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
  • a data processing unit configured to:
  • the ICBcirSig score is obtained by weighting multivariate Cox regression coefficients of circ-TMTC3 and circ-FAM117B.
  • the value of the ICBcirSig score is calculated by Formula I;
  • ICBcirSig 1.001 ⁇ expression level of circ-TMTC3+1.048 ⁇ expression level of circ-FAM117B, (Formula I).
  • the detection method used to measure the expression level in the biomarker detection unit is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
  • the assay method for measuring the expression level in the biomarker detection unit is selected from: HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA or any of them combination.
  • the biomarker detection unit includes PCR amplification equipment.
  • the biomarker detection unit uses the kit described in the second aspect of the present invention for detection.
  • the method for measuring the expression level in the biomarker detection unit is a qRT-PCR method, and the threshold E1' is 0.4 to 0.6; the threshold E1' is 0.4 to 0.6.
  • the fifth aspect of the present invention provides a method for evaluating the efficacy of tumor IBC therapy, the method includes the steps:
  • the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
  • the biomarker includes circ-TMTC3 or circ-FAM117B.
  • the method includes the steps:
  • E1 is less than E1', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
  • the method includes the steps:
  • E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
  • the biomarkers include: circ-TMTC3 and circ-FAM117B.
  • the method includes the steps:
  • E1 is less than E1'
  • E2 is less than E2'
  • the method includes the steps:
  • E1 is less than E1'
  • E2 is less than E2'
  • the tumor IBC therapy is effective for the patient.
  • the patient is sensitive (effective), otherwise it is determined that the tumor IBC therapy is tolerable (ineffective) to the patient.
  • the method includes the steps:
  • the ICBcirSig score is obtained by weighting multivariate Cox regression coefficients of circ-TMTC3 and circ-FAM117B.
  • the value of the ICBcirSig score is calculated by Formula I;
  • ICBcirSig 1.001 ⁇ expression level of circ-TMTC3+1.048 ⁇ expression level of circ-FAM117B, (Formula I).
  • the method for measuring the expression level is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
  • the method for measuring the expression level is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
  • the expression level is determined by HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA, or any combination thereof.
  • the method for measuring the expression level in the biomarker detection unit is a qRT-PCR method, and the threshold E1' is 0.4 to 0.6; the threshold E1' is 0.4 to 0.6.
  • the present invention has at least the following advantages:
  • the biomarkers provided by the present invention are developed based on circRNA. They have tissue-specific expression, evolutionary conservation, and are more stable than linear mRNA. Therefore, they are more specific and stable for evaluating the therapeutic effect of tumor IBC;
  • the method for evaluating the therapeutic effect of tumor IBC uses two circRNAs, circ-TMTC3 and circ-FAM117B, to construct a model, which has better stability and accuracy in predicting the therapeutic effect of tumor IBC in patients. higher.
  • Figure 1 shows the number of circRNAs identified by each tool in independent melanoma patient cohort 1 and cohort 2 according to the embodiment of the present invention
  • Figure 2 shows the number of circRNAs in each sample of cohort 1 and cohort 2 according to the embodiment of the present invention
  • Figure 3 is a volcano plot of up-regulation (red) and down-regulation (blue) of circRNA in non-benefit and benefit melanoma samples according to an embodiment of the present invention (PRE before treatment; A), (EDT during treatment; B) (P-value ⁇ 0.05,
  • Figure 4 is a Venn diagram of the overlap of up-regulated circRNAs found in PRE (A) and EDT (B) samples according to the embodiment of the present invention (81 common circRNAs, 80 common circRNAs in MiOncoCirc, 74 host genes);
  • Figure 5 is an ICB-related circular circRNA-miRNA-mRNA axis (above, see Methods) and a network of all circRNA-miRNA-mRNA interaction pairs (below) according to an embodiment of the present invention. “+” indicates that the expression of circRNAs is positively correlated with mRNA;
  • Figure 6 is the Encyclopedia of Genes and Genomes (KEGG) and GO biological process enrichment (p value ⁇ 0.05) of mRNA in the ICB-related circRNA-miRNA-mRNA axis in an embodiment of the present invention
  • Figure 7 is a partial likelihood deviation diagram of LASSO Cox regression used to select candidate circRNAs in an embodiment of the present invention
  • Figure 8 is a LASSO coefficient distribution diagram of candidate circRNA according to the embodiment of the present invention (the vertical dotted line is the optimal value under the minimum criterion);
  • Figure 9 is a forest plot of hazard ratios (HRs) of the multivariable Cox model of 4 circRNAs under progression-free survival (PFS) in an embodiment of the present invention.
  • Figure 10 is a Kaplan-Meier survival curve showing ICBcircSig according to the embodiment of the present invention. Schematic diagram of the correlation between circ-TMTC3 and PFS;
  • Figure 11 is a schematic diagram showing the correlation between circ-FAM117B and PFS in ICBcircSig according to the Kaplan-Meier survival curve in the embodiment of the present invention
  • Figure 12 is an expression diagram of circ-TMTC3 in the PD group, CR/PR and SD groups according to the embodiment of the present invention.
  • Figure 13 is an expression diagram of circ-FAM117B in the PD group, CR/PR and SD groups according to the embodiment of the present invention.
  • Figure 14 is a Kaplan-Meier survival curve chart of PFS of high- and low-risk patients stratified using the optimal cutoff value ICBcircSig score in an embodiment of the present invention
  • Figure 15 is a ROC curve chart of ICBcircSig score at 12 months and 24 months PFS according to the embodiment of the present invention.
  • Figure 16 is a box plot of ICBcircSig scores in the CR/PR group, SD group and PD group according to the embodiment of the present invention.
  • Figure 17 is an HR forest plot of the multivariable Cox model of ICBcircSig score and clinicopathological variables in an embodiment of the present invention (CR/PR, complete remission/partial remission; SD, stable disease; PD, progressive disease; ROC (affected by Receiver operating characteristic curve); HR, hazard ratio);
  • Figure 18 is the Kaplan-Meier survival curve of PFS of high- and low-risk patients stratified by circ-TMTC3 using the optimal threshold method in the embodiment of the present invention
  • Figure 19 is a Kaplan-Meier survival curve of PFS of high- and low-risk patients stratified by circ-FAM117B using the optimal threshold method in an embodiment of the present invention
  • Figure 20 is the expression of circ-TMTC3 in ICBcircSig in CR, PR, SD and PD groups according to the embodiment of the present invention
  • Figure 21 is the expression of circ-FAM117B in ICBcircSig in CR, PR, SD and PD groups according to the embodiment of the present invention.
  • Figure 22 is a Kaplan-Meier survival curve of PFS for patients with high ICBcircSig score and low ICBcircSig score according to the embodiment of the present invention
  • Figure 23 is a time-dependent ROC curve of ICBcircSig score at PFS 12 months and 24 months according to the embodiment of the present invention. ;
  • Figure 24 is the ICBcircSig score between CR, PR, SD and PD groups according to the embodiment of the present invention. Boxplots of distributions;
  • Figure 25 is a multivariable Cox model HR forest plot according to the ICBcircSig score and clinicopathological variables in the embodiment of the present invention (PFS: progression-free survival; CR, complete remission; PR, local response; SD, stable disease; PD, progressive Disease; ROC (receiver operating characteristic curve); HR, hazard ratio; AUC, area under the curve);
  • PFS progression-free survival
  • CR complete remission
  • PR local response
  • SD stable disease
  • PD progressive Disease
  • ROC receiveriver operating characteristic curve
  • HR hazard ratio
  • AUC area under the curve
  • Figure 26 is a schematic diagram showing the expression of circ-TMTC3 verified by qRT-PCR and Sanger sequencing in the embodiment of the present invention.
  • Figure 27 is a schematic diagram of the generation of circ-TMTC3 in patient samples before anti-PD-1 treatment using qRT-PCR in an embodiment of the present invention
  • Figure 28 is a schematic diagram showing the expression of circ-FAM117B verified by qRT-PCR and Sanger sequencing in the embodiment of the present invention.
  • Figure 29 is a schematic diagram of the generation of circ-FAM117B in patient samples before anti-PD-1 treatment using qRT-PCR in an embodiment of the present invention.
  • biomarkers commonly used in the prior art to predict ICB response is extremely unstable.
  • the inventors developed a circRNA-based biomarker effect that can evaluate the therapeutic effect of IBC therapy in tumor patients.
  • the biomarkers are more stable, have tissue-specific expression and evolutionary conservation, which greatly improves the accuracy of predicting ICB response.
  • Some embodiments of the present invention provide a set of biomarkers for evaluating the efficacy of tumor IBC therapy, the biomarkers including circ-TMTC3 and/or circ-FAM117B.
  • the assessment is a pre-assessment. For example: predicting the efficacy of IBC therapy in melanoma patients.
  • the biomarkers include circ-TMTC3 and circ-FAM117B; wherein at least part of the nucleic acid sequence of circ-TMTC3 is identical to SEQ ID NO: 1; the nucleic acid sequence of circ-FAM117B At least part of it is the same as SEQ ID NO:2.
  • the tumor described in the present invention refers to neogrowth formed by the proliferation of local tissue cells in the body under the action of various tumorigenic factors. It usually includes benign and malignant tumors, but preferably, the tumor is a malignant tumor.
  • the malignant tumors referred to in this article refer to those that rapidly proliferate locally, destroy adjacent tissues, and move to other parts to continue growing, causing serious harm to the body.
  • Tumors which may include: skin cancer, gastric cancer, lung cancer, liver cancer, esophageal cancer, colorectal cancer, leukemia, malignant lymphoma, cervical cancer, nasopharyngeal cancer, breast cancer, etc.
  • the malignant tumor is Melanoma (malignant).
  • a method for evaluating the efficacy of tumor IBC therapy comprising the steps:
  • the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
  • the two biomarkers provided in the present invention can be used alone or in combination to evaluate the efficacy of tumor IBC therapy.
  • the biomarker includes circ-TMTC3 or circ-FAM117B.
  • the method used to evaluate the efficacy of tumor IBC therapy can be in the following two ways:
  • the method includes steps:
  • E1' is less than E1
  • the method includes the steps:
  • E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, Otherwise, the tumor IBC therapy is judged to be tolerated (ineffective) by the patient.
  • the biomarkers include: circ-TMTC3 and circ-FAM117B.
  • the method for evaluating the efficacy of tumor IBC therapy may be as follows:
  • the method includes steps:
  • E1 is less than E1'
  • E2 is less than E2'
  • the inventor used an integrated machine learning algorithm to construct a linear mixed effects model for accurately evaluating the efficacy of IBC therapy for melanoma, obtained the weight of each variable through multivariable Cox regression coefficient weighting, and linearly combined them.
  • the optimized model can correct differences between individuals and ensure more reliable differentially expressed circRNAs.
  • the method includes the steps:
  • the ICBcirSig score is obtained by weighting multivariate Cox regression coefficients of circ-TMTC3 and circ-FAM117B.
  • the value of the ICBcirSig score is calculated by Formula I. have to;
  • ICBcirSig 1.001 ⁇ expression level of circ-TMTC3+1.048 ⁇ expression level of circ-FAM117B, (Formula I).
  • any one may be selected from RNA sequencing, hybridization (for example, tissue in situ hybridization (ISH)), and nucleic acid amplification.
  • ISH tissue in situ hybridization
  • the expression level is determined by HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA, or any combination thereof.
  • the inventor has also developed a kit for measuring the expression levels of circ-TMTC3 and circ-FAM117B biomarkers based on nucleic acid amplification.
  • the kit has high sensitivity and accuracy, and has strong anti-interference ability, and can easily realize circ -Simultaneous determination of two biomarkers, TMTC3 and circ-FAM117B.
  • a kit for evaluating the efficacy of tumor IBC therapy is also provided, and the kit includes:
  • a primer pair set includes a first primer pair and a second primer pair
  • a first primer pair includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4;
  • a second primer pair includes a forward primer of the sequence shown in SEQ ID NO:5, and a reverse primer of the sequence shown in SEQ ID NO:6.
  • Some embodiments of the present invention also provide a system for evaluating the efficacy of tumor IBC therapy, the system includes:
  • a biomarker detection unit configured to determine the expression level of the biomarker in the patient's tumor tissue
  • a data processing unit configured to compare the expression levels and thresholds of biomarkers in the patient's tumor tissue to evaluate the efficacy of tumor IBC therapy on the patient;
  • the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
  • the biomarker includes circ-TMTC3 or circ-FAM117B.
  • the system includes:
  • Biomarker detection unit the biomarker detection unit is configured to measure the patient's The expression level of circ-TMTC3 in tumor tissue E1;
  • a data processing unit configured to compare E1 and the threshold E1' to determine the efficacy of the tumor IBC therapy on the patient;
  • E1 is less than E1', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
  • the system includes:
  • a biomarker detection unit is configured to measure the expression level E2 of circ-FAM117B in the patient's tumor tissue;
  • a data processing unit configured to compare the values of E2 and the threshold E2' to determine the efficacy of the tumor IBC therapy on the patient;
  • E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
  • the biomarkers include: circ-TMTC3 and circ-FAM117B.
  • the system includes:
  • a biomarker detection unit configured to determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
  • a data processing unit configured to use a threshold E1' and compare E2 with the threshold E2' to determine the efficacy of the tumor IBC therapy on the patient;
  • E1 is less than E1'
  • E2 is less than E2'
  • the system includes:
  • a biomarker detection unit is configured to measure the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
  • a data processing unit configured to:
  • the ICBcirSig score is based on circ-TMTC3 and circ-FAM117B.
  • the variable Cox regression coefficient is obtained by weighting.
  • the value of the ICBcirSig score is calculated by Formula I;
  • ICBcirSig 1.001 ⁇ expression level of circ-TMTC3+1.048 ⁇ expression level of circ-FAM117B, (Formula I).
  • the detection method used to measure the expression level in the biomarker detection unit is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
  • the assay method for measuring the expression level in the biomarker detection unit is selected from: HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA or any of them combination.
  • the biomarker detection unit includes PCR amplification equipment.
  • the biomarker detection unit uses the kit described in the second aspect of the present invention for detection.
  • the biomarker detection unit includes a detection reagent, the detection reagent includes a primer pair set, and the primer pair set includes a first primer pair and a second primer pair;
  • a first primer pair includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4;
  • a second primer pair includes a forward primer of the sequence shown in SEQ ID NO:5, and a reverse primer of the sequence shown in SEQ ID NO:6.
  • the method for measuring the expression level in the biomarker detection unit is a qRT-PCR method, and the threshold E1' is 0.4 to 0.6; the threshold E1' is 0.4 to 0.6.
  • the term "about” shall be understood to mean within normal tolerances in the art, such as within 2 standard deviations of the mean. Approximately may be understood as being at 10%, 9%, 8%, 7%, 6%, 5%, 4%, 3%, 2%, 1%, 0.5%, 0.1%, 0.05% or 0.01 of the stated value %Inside. Unless the context indicates otherwise, all numerical values provided herein may be modified by the term approximately.
  • amplification refers to any known in vitro process for obtaining multiple copies ("amplicons") of a target nucleic acid sequence or its complement or fragment thereof.
  • In vitro amplification refers to the generation of amplified nucleic acids that may contain less than the complete target region sequence or its complement.
  • Known in vitro amplification methods include, for example, transcription-mediated amplification, replicase-mediated amplification, polymerase chain reaction (PCR) amplification, ligase chain reaction (LCR) amplification, and strand substitution amplification.
  • PCR polymerase chain reaction
  • LCR ligase chain reaction
  • SDA single-stranded substitution amplification
  • MSDA multi-stranded substitution amplification
  • Replicase-mediated amplification uses self-replicating RNA molecules and replicase (e.g., Q-beta-replicate) (e.g., Kramer et al., U.S. Patent No. 4,786,600) .
  • replicase e.g., Q-beta-replicate
  • primers e.g., PCR amplification are well known and uses DNA polymerase, primers
  • LCR amplification uses at least four separate oligonucleotides to amplify the target and its complementary strand using multiple cycles of hybridization, ligation, and denaturation (eg, EP Patent Application Publication No. 0320308).
  • SDA is a method in which a primer contains a recognition site for a restriction endonuclease that allows the endonuclease to cleave one strand of a semi-modified DNA duplex that includes the target sequence, followed by a series of primers Amplification is performed in extension and strand displacement steps (eg Walker et al., US Patent No. 5,422,252). Two other known strand replacement amplification methods do not require endonuclease cleavage (Dattagupta et al., US Patent No. 6,087,133 and US Patent No. 6,124,120 (MSDA)).
  • oligonucleotide primer sequences of the invention can readily be used in any in vitro amplification method based on primer extension by a polymerase.
  • oligonucleotides are designed to bind complementary sequences under selected conditions.
  • the term "marker” or “biomarker” is a biomolecule or group of biomolecules whose expression levels correlate, eg, positively or negatively, with the efficacy of IBC therapy in a tumor (eg, melanoma).
  • the term "expression” refers to the process of producing a polypeptide from DNA. The process involves the transcription of genes into mRNA and the translation of that mRNA into polypeptides. “Expression” as used may refer to the production of RNA or protein or both, depending on the context.
  • patient or “subject” may refer to a human or non-human animal, preferably a mammal.
  • Subject means any animal, including horses, dogs, cats, pigs, goats, rabbits, hamsters, monkeys, guinea pigs, rats, mice, lizards, snakes, sheep, cattle, fish and birds. Human subjects may be referred to as patients.
  • RNAseq data and clinical information for Cohort 1 used in this study can be downloaded from the European Nucleotide Archive (ENA) (https://www.ebi.ac.uk/ena) under accession number PRJEB23709. Briefly, melanoma patients were treated with either single-agent anti-PD-1 (nivolumab or pembrolizumab) or a combination of anti-PD-1 and anti-CTLA-4 (ipilimumab). Patient response was determined using RECIST1.1 criteria. Pre-medication means collecting samples before immunotherapy, and during treatment means collecting samples 7-14 days after immunotherapy.
  • the raw RNAseq data and clinical information of cohort 2 used in this study were downloaded from the Database of Genotypes and Phenotypes (dbGaP) (https://www.ncbi.nlm.nih.gov/gap/), with the accession number phs000452.v3. p1.
  • RECIST1.1 criteria were used to evaluate the patient efficacy, including 30 patients with progressive disease (PD), 9 patients with stable disease (SD), 1 patient with mixed response (MR), 19 patients with partial response (PR) and 10 patients with complete response (CR). A total of 69 samples collected before immunotherapy with RNA-seq data were included in this patient cohort.
  • the inventor collected two independent whole RNA sequencing data cohorts, and the cohorts were treated with a single drug anti-PD-1 or a combination of anti-CTLA-4 and anti-PD-1.
  • Cohort 1 included 88 patients who received anti-PD-1 monotherapy (47 patients, including 38 pre-drug patients and 9 on-treatment patients) or combined anti-CTLA-4 and anti-PD-1 therapy (41 patients patients (including 32 patients before treatment and 9 patients during treatment); 69 patients with melanoma in cohort 2 received anti-PD-1 treatment (nivolumab or pembrolizumab).
  • Figure 1 shows the results in an independent melanoma patient cohort 1 (A) and cohort 2 (B), the number of circRNAs identified by each tool).
  • Different circRNA detection tools identify different numbers of circRNAs, so at least two circRNAs with back-splicing read numbers ⁇ 2 and identified by more than 2 tools are retained.
  • the inventors identified a total of 89,204 circRNAs from 88 samples in cohort 1, and 43,911 circRNAs from 69 samples in cohort 2.
  • the detectable number of circRNAs in each patient in cohort 1 was 1440-16653, and in each patient in cohort 2, the detectable number of circRNAs was 39-11652.
  • the inventors only considered circRNAs identified in more than 20% of the samples in each cohort.
  • a total of 5350 circRNAs were retained in cohort 1, with the retention range for each patient ranging from 774 to 4525 (see Figure 2C), and a total of 3654 circRNAs were retained in cohort 2, with the retention range for each patient ranging from 20 to 3013 (see Figure 2D).
  • 90.4% (3293/3644) of circRNAs in cohort 2 could be detected in cohort 1 (Fisher test, p ⁇ 2.2e-16).
  • circRNAs present in the MiOncoCirc database were quantified from tumor samples, indicating that the circRNA profiles in these two cohorts are tumor-related.
  • the nucleic acid sequence (coding sequence) of Circ-TMTC3 is SEQ ID NO: 1
  • the nucleic acid sequence (coding sequence) of Circ-FAM117B is SEQ ID NO: 2
  • the inventor used a linear mixed effect model to identify differential circRNAs that responded and did not respond to immunotherapy, and selected up-regulated circRNAs common to non-benefiting patients and benefiting patients for analysis.
  • a linear mixed effects model (LME) to calculate differential circRNAs, which considers nested random effects (for each individual sample) Taking potential confounding factors into consideration, the lme program in the nlme-R package was used to execute the results. The p value was ⁇ 0.05, and
  • the inventors used Miranda software, which identifies potential target sites of miRNAs in genome sequences, to predict circRNA target sites. It ranks candidate miRNAs for each circRNA based on alignment scores and minimum free energy. The miranda algorithm was used to predict high-confidence binding sites, and the top 30 scoring miRNAs were selected for each of the 81 up-regulated circRNAs.
  • the miRNA-mRNA relationship pairs were downloaded from the Tarbase database (containing experimentally supported miRNA-mRNA interactions) and the TargetScan database, and the shared miRNA-mRNA pairs in both databases were retained.
  • the inventors detected a total of 773 miRNAs and 2429 interaction relationships in the circRNA-miRNA axis.
  • the inventors identified 184,587 circular circRNA-miRNA-mRNA interactions based on the common miRNA target sites of circRNA and mRNA.
  • the inventors further screened high-confidence associations based on multiple steps such as expression correlation, and retained 8449 (81 circRNAs-183 miRNAs-2046 mRNAs) ICB response-related interactions (Figure 5, Figure 5
  • the upper part is the ICB-related circular circRNA-miRNA-mRNA axis; the lower part is the network of all circRNA-miRNA-mRNA interaction pairs).
  • Pathway analysis based on these 2046 mRNAs showed that they were significantly enriched in tumor signaling pathways, such as the Hippo signaling pathway, p53 signaling pathway, mTOR signaling pathway, and AMPK signaling pathway (see Figure 6).
  • mRNAs are also enriched in several biological processes such as cell cycle checkpoints, cellular hypoxia response, autophagy, and Wnt signaling pathway regulation.
  • Wnt signaling pathway regulation For example, targeting the Wnt signaling pathway may reverse immunotherapy resistance by altering antigen presentation. Analysis showed that circRNAs were abnormally up-regulated in non-beneficiary patients, indicating the potential role of circRNAs in resisting cancer immunotherapy by changing cancer signaling pathways.
  • ICBcircSig Univariate survival analysis was performed on progression-free survival (PFS) and circRNA expression to identify prognostic-related circRNAs;
  • PFS progression-free survival
  • circRNA expression to identify prognostic-related circRNAs;
  • ICBcirSig Based on the LASSO Cox regression model, the optimal combination was selected from the circRNAs in (i).
  • the inventor named the final marker "ICBcirSig", (iii) each sample This ICBcircSig score was established based on the weighted expression value and multivariable cox regression coefficient (1.001*circ-TMTC3+1.048*circ-FAM117B).
  • the specific method is as follows:
  • Patient Cohort 1 constructed circRNA markers to predict the effect of immunotherapy
  • the inventor applied the LASSO Cox regression model to analyze 25 circRNA expression profiles and clinical information (results shown in Figure 7), and selected 4 regression coefficients with non-zero circRNA (see Figure 8). Multivariate Cox regression analysis was performed using these four circRNAs as variables, and it was found that circ-TMTC3 and circ-FAM117B were significant predictors (see Figure 9). The expression of these two circRNAs was associated with poor PFS ( Figure 10 and Figure 11), circ-TMTC3 and circ- The expression of FAM117B is significantly lower than that in patients with progressive diseases (such as Parkinson's disease, PD) ( Figure 12 and Figure 13).
  • ICBcircSig ICB-related circRNA marker
  • the 12-month and 24-month progression rates of the high ICBcircSig score group were 100% and 100% respectively, which were significantly higher than the 27% and 30% of the low ICBcircSig score group.
  • the area under the curve (AUC) of the ROC curve of ICBcircSig score over time was 0.76 and 0.75, respectively (Figure 15).
  • the inventors further evaluated the performance of ICBcircSig score in independent patient cohort 2 and found that circ-TMTC3 and circ-FAM117B were associated with poor PFS and tended to be enriched in patients with PD response to ICB treatment in cohort 2 ( Figure 18 -twenty one).
  • RNAs were incubated with ribonuclease (RNase R, VWR) at 37°C for 30 minutes to degrade linear RNAs.
  • RNase R ribonuclease
  • the RNA was incubated at 70°C for 10 minutes to inactivate RNase R, and then reverse transcription RT-PCR was performed.
  • RNA is generated into cDNA for use in PCR reactions.
  • No reverse transcriptase (No RT) was used as a negative control, and circ-TMTC3 and circ-FAM117B were used as positive controls to localize the occurrence of circ-TMTC3 and circ-FAM117B respectively.
  • Sanger sequencing was performed after treatment with RNase R.
  • the primers are 5'-AATACTTCTTACAGGCTACCCATGT-3'(circ-TMTC3), and 5'-CTTTGCCCAAATATGCAACC-3'(circ-FAM117B).
  • the inventors further collected pre-treatment tumor samples from 11 patients and 4 patients who did or did not respond to anti-PD1 treatment.
  • qRT-PCR was used to detect the expression levels of circ-TMTC3 and circ-FAM117B in these samples. The results are shown in Figures A and C. The results showed that the two circRNAs were significantly higher in non-responders than in responders ( Figures 26 and 28).

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Abstract

Provided are a biomarker, a system, a method, and a kit for assessing the efficacy of tumor IBC therapy. The biomarker comprises circ-TMTC3 and/or circ-FAM117B. The biomarker, on the basis of circRNA development, has more stable tissue-specific expression and evolutionary conservation than linear mRNA, thus being stronger in specificity and higher in stability for assessing the efficacy of the tumor IBC therapy.

Description

用于评估肿瘤IBC疗法的疗效的生物标志物、系统、方法及试剂盒Biomarkers, systems, methods and kits for evaluating the efficacy of tumor IBC therapy
相关申请交叉引用Related application cross-references
本专利申请要求于2022年04月02日提交的、申请号为2022103443947、发明名称为“用于评估肿瘤IBC疗法的疗效的生物标志物、系统、方法及试剂盒”的中国专利申请的优先权,上述申请的全文以引用的方式并入本文中。This patent application claims priority to the Chinese patent application submitted on April 2, 2022, with the application number 2022103443947 and the invention title "Biomarkers, systems, methods and kits for evaluating the efficacy of tumor IBC therapy" , the entire text of the above application is incorporated herein by reference.
技术领域Technical field
本发明涉及生物医药领域,特别涉及用于评估肿瘤IBC疗法的疗效的生物标志物、系统、方法及试剂盒。The present invention relates to the field of biomedicine, and in particular to biomarkers, systems, methods and kits for evaluating the efficacy of tumor IBC therapy.
背景技术Background technique
黑色素瘤是最常见的组织学亚型,全球约75%的皮肤癌相关死亡病例是由黑色素瘤引起的,每10万人中有15-25人死亡,转移性黑色素瘤的中位生存时间为6-12个月。免疫检查点阻断(ICB)针对程序性细胞死亡受体1(PD-1)和细胞毒性T淋巴细胞抗原4(CTLA-4)是肿瘤学领域的一项革命性突破。不幸的是,只有一小部分患者从免疫治疗中获得持久的临床益处。迫切需要识别预测ICB的生物标志物,以指导精准肿瘤免疫治疗。Melanoma is the most common histological subtype and is responsible for approximately 75% of skin cancer-related deaths worldwide, with 15-25 deaths per 100,000 people. The median survival time for metastatic melanoma is 6-12 months. Immune checkpoint blockade (ICB) targeting programmed cell death receptor 1 (PD-1) and cytotoxic T lymphocyte antigen 4 (CTLA-4) is a revolutionary breakthrough in oncology. Unfortunately, only a small proportion of patients derive lasting clinical benefit from immunotherapy. There is an urgent need to identify biomarkers that predict ICB to guide precision tumor immunotherapy.
circRNA是一类以共价闭合环状结构为特征的单链非编码RNA,它由前体mRNA通过下游5'剪接位点至上游3'剪接位点反向剪接产生。circRNA通过绑定miRNA或者proteins参与多种生物和细胞功能,如肿瘤发生和上皮-间充质转化(EMT)等。值得注意的是,最近的研究表明,circRNA参与调节各种抗肿瘤免疫反应和免疫细胞。例如,hsa_circ_0020397可以结合并抑制miR-138的表达,进而促进miR-138的靶蛋白PD-L1的表达,导致结直肠癌免疫逃逸。circRNA也可以与蛋白质相互作用。例如,circFoxo3可以通过与MDM2结合诱导p53降解,从而重新调节免疫应答。肿瘤细胞可能会产生异常的circRNA,并通过外泌体和细胞外囊泡将其转运到免疫细胞,这表明circRNA在细胞间通讯中的潜在作用。此外,在一些癌症中,circRNA与免疫细胞浸润之间存在相关性的证据。这些研究表明,circRNA在肿瘤微环境 中发挥重要作用,可能进一步预测免疫治疗的反应。尽管circRNA在免疫系统中的有越来越多的作用,但目前仍没有circRNA在癌症免疫治疗中的表达图谱。到目前为止,在黑色素瘤中有多种与ICB反应相关的生物标志物,如PD-L1和CD8,肿瘤突变负荷(TMB)和新抗原,干扰素(IFN)-γ信号通路,基因表达标志物,和肿瘤免疫微环境等。CircRNA is a type of single-stranded non-coding RNA characterized by a covalently closed circular structure, which is produced by back-splicing precursor mRNA through the downstream 5' splice site to the upstream 3' splice site. circRNA participates in a variety of biological and cellular functions by binding to miRNA or proteins, such as tumorigenesis and epithelial-mesenchymal transition (EMT). Notably, recent studies have shown that circRNAs are involved in regulating various anti-tumor immune responses and immune cells. For example, hsa_circ_0020397 can bind and inhibit the expression of miR-138, thereby promoting the expression of the target protein PD-L1 of miR-138, leading to immune evasion of colorectal cancer. circRNA can also interact with proteins. For example, circFoxo3 can induce p53 degradation by binding to MDM2, thereby re-regulating immune responses. Tumor cells may produce aberrant circRNAs and transport them to immune cells via exosomes and extracellular vesicles, suggesting the potential role of circRNAs in intercellular communication. Furthermore, there is evidence of correlation between circRNA and immune cell infiltration in some cancers. These studies indicate that circRNA plays a role in the tumor microenvironment plays an important role in predicting the response to immunotherapy. Although circRNA has an increasing role in the immune system, there is still no expression map of circRNA in cancer immunotherapy. So far, there are multiple biomarkers related to ICB response in melanoma, such as PD-L1 and CD8, tumor mutation burden (TMB) and neoantigens, interferon (IFN)-γ signaling pathway, gene expression markers substances, and tumor immune microenvironment, etc.
发明人发现现有技术中至少存在如下问题:PD-L1蛋白在肿瘤细胞或免疫细胞上的表达是目前常用的预测免疫检查点阻断治疗的生物标志物,但它对ICB反应的预测能力不具普遍性。此外,PD-L1的表达是动态的,它可以随着先前治疗和肿瘤浸润免疫细胞的暴露而改变,具有空间和时间异质性。这些可能会限制其区分患者是否对免疫疗法有反应的能力,导致针对肿瘤IBC治疗效果的评估,特异性较差、强稳定较低。The inventor found that there are at least the following problems in the prior art: the expression of PD-L1 protein on tumor cells or immune cells is currently a commonly used biomarker for predicting immune checkpoint blockade therapy, but it does not have the ability to predict ICB response. universality. Furthermore, PD-L1 expression is dynamic and can change with exposure to previous treatments and tumor-infiltrating immune cells, with spatial and temporal heterogeneity. These may limit its ability to distinguish whether patients respond to immunotherapy, resulting in poor specificity and low stability in the evaluation of tumor IBC treatment effects.
发明内容Contents of the invention
本发明的目的在于提供一种基于circRNA的用于评估肿瘤IBC治疗效果的特异性更强稳定性更高生物标志物。The purpose of the present invention is to provide a more specific and stable biomarker based on circRNA for evaluating the therapeutic effect of tumor IBC.
本发明的另一目的在于提供一种用于评估肿瘤IBC治疗效果的试剂盒。Another object of the present invention is to provide a kit for evaluating the therapeutic effect of tumor IBC.
本发明的另一目的在于提供评估肿瘤IBC治疗效果的系统和方法。Another object of the present invention is to provide a system and method for evaluating the therapeutic effect of tumor IBC.
为解决上述技术问题,本发明第一方面提供了一组用于评估肿瘤IBC疗法的疗效的生物标志物,所述生物标志物包括circ-TMTC3和/或circ-FAM117B。In order to solve the above technical problems, the first aspect of the present invention provides a set of biomarkers for evaluating the efficacy of tumor IBC therapy, and the biomarkers include circ-TMTC3 and/or circ-FAM117B.
在一些优选的方案中,所述评估为预先评估。In some preferred scenarios, the assessment is a pre-assessment.
在一些优选的方案中,所述生物标志物包括circ-TMTC3和circ-FAM117B;其中,所述circ-TMTC3的核酸序列中至少部分与SEQ ID NO:1相同;所述circ-FAM117B的核酸序列中至少部分与SEQ ID NO:2相同。In some preferred solutions, the biomarkers include circ-TMTC3 and circ-FAM117B; wherein at least part of the nucleic acid sequence of circ-TMTC3 is identical to SEQ ID NO: 1; the nucleic acid sequence of circ-FAM117B At least part of it is the same as SEQ ID NO:2.
在一些优选的方案中,所述肿瘤为黑色素瘤。In some preferred embodiments, the tumor is melanoma.
本发明的第二方面提供了一种用于评估肿瘤IBC疗法的疗效的试剂盒,所述试剂盒包括:A second aspect of the present invention provides a kit for evaluating the efficacy of tumor IBC therapy, the kit comprising:
引物对组和探针,所述引物对组包括第一引物对和第二引物对; A primer pair set and a probe, the primer pair set includes a first primer pair and a second primer pair;
第一引物对,所述第一引物对包括如SEQ ID NO:3所示序列的正向引物,和如SEQ ID NO:4所示序列的反向引物;A first primer pair, the first primer pair includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4;
第二引物对,所述第二引物对包括如SEQ ID NO:5所示序列的正向引物,和如SEQ ID NO:6所示序列的反向引物。A second primer pair, the second primer pair includes a forward primer of the sequence shown in SEQ ID NO:5, and a reverse primer of the sequence shown in SEQ ID NO:6.
在一些优选的方案中,所述探针包括:In some preferred solutions, the probe includes:
第一探针,特异性靶向circ-TMTC3,所述第一探针的序列如SEQ ID NO:7所示;和The first probe specifically targets circ-TMTC3, and the sequence of the first probe is as shown in SEQ ID NO: 7; and
第二探针,特异性靶向circ-FAM117B,所述第二针的序列如SEQ ID NO:8所示。The second probe specifically targets circ-FAM117B, and the sequence of the second probe is shown in SEQ ID NO: 8.
本发明的第三方面提供了circ-TMTC3和circ-FAM117B检测试剂的用途,用于制备评估肿瘤IBC疗法的疗效的试剂盒。The third aspect of the present invention provides the use of circ-TMTC3 and circ-FAM117B detection reagents for preparing a kit for evaluating the efficacy of tumor IBC therapy.
在另一优选例中,所述检测试剂为核酸检测试剂(如特异性检测circ-TMTC3的PCR检测试剂、特异性检测circ-FAM117B的PCR检测试剂)、或免疫学检测试剂(如特异性检测circ-TMTC3的抗体、特异性检测circ-FAM117B的抗体)。In another preferred embodiment, the detection reagent is a nucleic acid detection reagent (such as a PCR detection reagent that specifically detects circ-TMTC3, a PCR detection reagent that specifically detects circ-FAM117B), or an immunological detection reagent (such as a specific detection reagent that detects circ-FAM117B). Antibodies to circ-TMTC3, antibodies specifically detecting circ-FAM117B).
在另一优选例中,所述特异性检测circ-TMTC3的PCR检测试剂包括:In another preferred example, the PCR detection reagent for specifically detecting circ-TMTC3 includes:
包括如SEQ ID NO:3所示序列的正向引物,和如SEQ ID NO:4所示序列的反向引物;优选地,还包括序列如SEQ ID NO:7所示的探针。It includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4; preferably, it also includes a probe with a sequence shown in SEQ ID NO:7.
在另一优选例中,所述特异性检测circ-FAM117B的PCR检测试剂包括:In another preferred example, the PCR detection reagent for specifically detecting circ-FAM117B includes:
包括如SEQ ID NO:5所示序列的正向引物,和如SEQ ID NO:6所示序列的反向引物;优选地,还包括序列如SEQ ID NO:8所示的探针。It includes a forward primer with a sequence shown in SEQ ID NO:5, and a reverse primer with a sequence shown in SEQ ID NO:6; preferably, it also includes a probe with a sequence shown in SEQ ID NO:8.
本发明的第四方面提供了一种用于评估肿瘤IBC疗法的疗效的系统,所述系统包括:A fourth aspect of the present invention provides a system for evaluating the efficacy of tumor IBC therapy, the system comprising:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中生物标志物的表达水平;和a biomarker detection unit configured to determine the expression level of the biomarker in the patient's tumor tissue; and
数据处理单元,所述数据处理单元被设置用于比较所述患者肿瘤组织 中生物标志物的表达水平和阈值,来评估肿瘤IBC疗法对所述患者的疗效;a data processing unit configured to compare the patient's tumor tissue Expression levels and thresholds of biomarkers to evaluate the efficacy of tumor IBC therapy in the patient;
其中,所述生物标志物包括:circ-TMTC3和/或circ-FAM117B。Wherein, the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
在一些优选的方案中,所述生物标志物包括circ-TMTC3或circ-FAM117B。In some preferred embodiments, the biomarker includes circ-TMTC3 or circ-FAM117B.
在一些优选的方案中,所述系统包括:In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-TMTC3的表达水平E1;A biomarker detection unit, the biomarker detection unit is configured to measure the expression level E1 of circ-TMTC3 in the patient's tumor tissue;
数据处理单元,所述数据处理单元被设置用于比较E1和阈值E1’来判定所述肿瘤IBC疗法对所述患者的疗效;A data processing unit, the data processing unit is configured to compare E1 and the threshold E1' to determine the efficacy of the tumor IBC therapy on the patient;
当E1小于E1’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E1 is less than E1', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述系统包括:In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-FAM117B的表达水平E2;A biomarker detection unit, the biomarker detection unit is configured to measure the expression level E2 of circ-FAM117B in the patient's tumor tissue;
数据处理单元,所述数据处理单元被设置用于比较E2和阈值E2’来判定所述肿瘤IBC疗法对所述患者的疗效;A data processing unit, the data processing unit is configured to compare E2 and the threshold E2' to determine the efficacy of the tumor IBC therapy on the patient;
当E2小于E2’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述生物标志物包括:circ-TMTC3和circ-FAM117B。In some preferred solutions, the biomarkers include: circ-TMTC3 and circ-FAM117B.
在一些优选的方案中,所述系统包括:In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;和a biomarker detection unit configured to determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue; and
数据处理单元,所述数据处理单元被设置用于比较E1和阈值E1’,以及比较E2和阈值E2’,来判定所述肿瘤IBC疗法对所述患者的疗效;A data processing unit, the data processing unit is configured to compare E1 with the threshold value E1', and compare E2 with the threshold value E2', to determine the efficacy of the tumor IBC therapy on the patient;
当E1小于E1’,且E2小于E2’时,判定所述肿瘤IBC疗法对所述患者有效,否则判定所述肿瘤IBC疗法对所述患者无效。When E1 is less than E1', and E2 is less than E2', it is determined that the tumor IBC therapy is effective for the patient, otherwise it is determined that the tumor IBC therapy is ineffective for the patient.
在一些优选的方案中,所述系统包括: In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;A biomarker detection unit, the biomarker detection unit is configured to measure the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
数据处理单元,所述数据处理单元被设置用于:A data processing unit configured to:
根据E1和E2计算ICBcirSig评分值R,Calculate the ICBcirSig score R according to E1 and E2,
根据阈值E1’和E2’计算ICBcirSig评分值R’;Calculate the ICBcirSig score value R’ according to the thresholds E1’ and E2’;
通过比较R和R’的大小评估评估肿瘤IBC疗法对所述患者的疗效;Evaluate the efficacy of tumor IBC therapy in the patient by comparing the magnitudes of R and R';
其中,所述ICBcirSig评分通过circ-TMTC3和circ-FAM117B进行多变量Cox回归系数加权获得。Among them, the ICBcirSig score is obtained by weighting multivariate Cox regression coefficients of circ-TMTC3 and circ-FAM117B.
在一些优选的方案中,所述ICBcirSig评分的值通过公式I计算获得;In some preferred solutions, the value of the ICBcirSig score is calculated by Formula I;
ICBcirSig=1.001×circ-TMTC3的表达水平+1.048×circ-FAM117B的表达水平,(公式I)。ICBcirSig=1.001×expression level of circ-TMTC3+1.048×expression level of circ-FAM117B, (Formula I).
在一些优选的方案中,所述生物标志物检测单元中测定所述表达水平的测定方法选自:RNA测序、杂交和核酸扩增中的任何一种。In some preferred solutions, the detection method used to measure the expression level in the biomarker detection unit is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
在一些优选的方案中,所述生物标志物检测单元中测定所述表达水平的测定方法选自:HPLC/UV-Vis光谱、酶法分析、质谱法、NMR、免疫测定法、ELISA或其任何组合。In some preferred solutions, the assay method for measuring the expression level in the biomarker detection unit is selected from: HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA or any of them combination.
在一些优选的方案中,所述生物标志物检测单元包括PCR扩增设备。In some preferred solutions, the biomarker detection unit includes PCR amplification equipment.
在一些优选的方案中,所述生物标志物检测单元使用本发明第二方面所述的试剂盒进行检测。In some preferred solutions, the biomarker detection unit uses the kit described in the second aspect of the present invention for detection.
在一些优选的方案中,所述生物标志物检测单元中测定所述表达水平的方法为qRT-PCR法,所述阈值E1’为0.4至0.6;所述阈值E1’为0.4至0.6。In some preferred solutions, the method for measuring the expression level in the biomarker detection unit is a qRT-PCR method, and the threshold E1' is 0.4 to 0.6; the threshold E1' is 0.4 to 0.6.
本发明的第五方面提供了一种用于评估肿瘤IBC疗法的疗效的方法,所述方法包括步骤:The fifth aspect of the present invention provides a method for evaluating the efficacy of tumor IBC therapy, the method includes the steps:
测定患者肿瘤组织中生物标志物的表达水平;Determine the expression levels of biomarkers in patient tumor tissues;
通过比较所述患者肿瘤组织中生物标志物的表达水平和阈值E1’来评估肿瘤IBC疗法对所述患者的疗效; Evaluate the efficacy of tumor IBC therapy on the patient by comparing the expression level of the biomarker in the patient's tumor tissue with the threshold E1';
其中,所述生物标志物包括:circ-TMTC3和/或circ-FAM117B。Wherein, the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
在一些优选的方案中,所述生物标志物包括circ-TMTC3或circ-FAM117B。In some preferred embodiments, the biomarker includes circ-TMTC3 or circ-FAM117B.
在一些优选的方案中,所述方法包括步骤:In some preferred solutions, the method includes the steps:
测定患者肿瘤组织中circ-TMTC3的表达水平E1;Determine the expression level E1 of circ-TMTC3 in patient tumor tissues;
通过比较E1和阈值E1’来判定所述肿瘤IBC疗法对所述患者的疗效;Determine the efficacy of the tumor IBC therapy on the patient by comparing E1 with the threshold E1';
当E1小于E1’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E1 is less than E1', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述方法包括步骤:In some preferred solutions, the method includes the steps:
测定患者肿瘤组织中circ-FAM117B的表达水平E2;Determine the expression level E2 of circ-FAM117B in patient tumor tissues;
通过比较E2和阈值E2’来判定所述肿瘤IBC疗法对所述患者的疗效;Determine the efficacy of the tumor IBC therapy on the patient by comparing E2 with the threshold E2';
当E2小于E2’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述生物标志物包括:circ-TMTC3和circ-FAM117B。In some preferred solutions, the biomarkers include: circ-TMTC3 and circ-FAM117B.
在一些优选的方案中,所述方法包括步骤:In some preferred solutions, the method includes the steps:
测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;Determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
通过比较E1和阈值E1’,以及By comparing E1 with the threshold E1’, and
通过比较E2和阈值E2’来判定所述肿瘤IBC疗法对所述患者的疗效;Determine the efficacy of the tumor IBC therapy on the patient by comparing E2 with the threshold E2';
当E1小于E1’,且E2小于E2’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E1 is less than E1', and E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述方法包括步骤:In some preferred solutions, the method includes the steps:
测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;Determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
通过比较E1和阈值E1’的值,以及By comparing the value of E1 with the threshold E1’, and
通过比较E2和阈值E2’的值来判定所述肿瘤IBC疗法对所述患者的疗效;Determine the efficacy of the tumor IBC therapy on the patient by comparing the values of E2 and the threshold E2';
当E1小于E1’,且E2小于E2’时,判定所述肿瘤IBC疗法对所述患 者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E1 is less than E1', and E2 is less than E2', it is determined that the tumor IBC therapy is effective for the patient. The patient is sensitive (effective), otherwise it is determined that the tumor IBC therapy is tolerable (ineffective) to the patient.
在一些优选的方案中,所述方法包括步骤:In some preferred solutions, the method includes the steps:
测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;Determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
根据E1和E2计算ICBcirSig评分值R;Calculate the ICBcirSig score R according to E1 and E2;
根据阈值E1’和E2’计算ICBcirSig评分值R’;Calculate the ICBcirSig score value R’ according to the thresholds E1’ and E2’;
通过比较R和R’的大小评估评估肿瘤IBC疗法对所述患者的疗效;Evaluate the efficacy of tumor IBC therapy in the patient by comparing the magnitudes of R and R';
其中,所述ICBcirSig评分通过circ-TMTC3和circ-FAM117B进行多变量Cox回归系数加权获得。Among them, the ICBcirSig score is obtained by weighting multivariate Cox regression coefficients of circ-TMTC3 and circ-FAM117B.
在一些优选的方案中,所述ICBcirSig评分的值通过公式I计算获得;In some preferred solutions, the value of the ICBcirSig score is calculated by Formula I;
ICBcirSig=1.001×circ-TMTC3的表达水平+1.048×circ-FAM117B的表达水平,(公式I)。ICBcirSig=1.001×expression level of circ-TMTC3+1.048×expression level of circ-FAM117B, (Formula I).
在一些优选的方案中,所述表达水平的测定方法选自RNA测序、杂交和核酸扩增中的任何一种。In some preferred embodiments, the method for measuring the expression level is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
在一些优选的方案中,所述表达水平的测定方法选自RNA测序、杂交和核酸扩增中的任何一种。In some preferred embodiments, the method for measuring the expression level is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
在一些优选的方案中,所述表达水平由HPLC/UV-Vis光谱、酶法分析、质谱法、NMR、免疫测定法、ELISA或其任何组合测定。In some preferred embodiments, the expression level is determined by HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA, or any combination thereof.
在一些优选的方案中,所述生物标志物检测单元中测定所述表达水平的方法为qRT-PCR法,所述阈值E1’为0.4至0.6;所述阈值E1’为0.4至0.6。In some preferred solutions, the method for measuring the expression level in the biomarker detection unit is a qRT-PCR method, and the threshold E1' is 0.4 to 0.6; the threshold E1' is 0.4 to 0.6.
本发明相对于现有技术而言,至少具有下述优点:Compared with the prior art, the present invention has at least the following advantages:
(1)本发明提供的生物标志物,基于circRNA开发,其组织特异性表达、进化保守性和比线性mRNA更稳定,因此用于评估肿瘤IBC治疗效果的特异性更强稳定性更高;(1) The biomarkers provided by the present invention are developed based on circRNA. They have tissue-specific expression, evolutionary conservation, and are more stable than linear mRNA. Therefore, they are more specific and stable for evaluating the therapeutic effect of tumor IBC;
(2)本发明一些实施例中提供的用于评估肿瘤IBC治疗效果的方法利用circ-TMTC3和circ-FAM117B两个circRNA构建模型,其对患者肿瘤IBC治疗效果预测的稳定性更好,准确性更高。 (2) The method for evaluating the therapeutic effect of tumor IBC provided in some embodiments of the present invention uses two circRNAs, circ-TMTC3 and circ-FAM117B, to construct a model, which has better stability and accuracy in predicting the therapeutic effect of tumor IBC in patients. higher.
应理解,在本发明范围内中,本发明的上述各技术特征和在下文(如实施例)中具体描述的各技术特征之间都可以互相组合,从而构成新的或优选的技术方案。限于篇幅,在此不再一一累述。It should be understood that within the scope of the present invention, the above-mentioned technical features of the present invention and the technical features specifically described below (such as embodiments) can be combined with each other to form new or preferred technical solutions. Due to space limitations, they will not be described one by one here.
附图说明Description of drawings
一个或多个实施例通过与之对应的附图中的图片进行示例性说明,这些示例性说明并不构成对实施例的限定。One or more embodiments are exemplified by the pictures in the corresponding drawings, and these exemplary illustrations do not constitute limitations to the embodiments.
图1是根据本发明实施例中独立黑色素瘤患队列1和队列2中每个工具识别circRNAs数目;Figure 1 shows the number of circRNAs identified by each tool in independent melanoma patient cohort 1 and cohort 2 according to the embodiment of the present invention;
图2是根据本发明实施例中队列1和队列2每个样本circRNAs数量;Figure 2 shows the number of circRNAs in each sample of cohort 1 and cohort 2 according to the embodiment of the present invention;
图3是根据本发明实施例中非受益和受益黑色素瘤样本中circRNA上调(红色)和下调(蓝色)的火山图(治疗前PRE;A),(治疗中EDT;B)(P-value<0.05,|log2(fold change)|≥0.5;见方法);Figure 3 is a volcano plot of up-regulation (red) and down-regulation (blue) of circRNA in non-benefit and benefit melanoma samples according to an embodiment of the present invention (PRE before treatment; A), (EDT during treatment; B) (P-value <0.05, |log2(fold change)|≥0.5; see methods);
图4是根据本发明实施例中PRE(A)和EDT(B)样本中发现的上调circRNA重叠的韦恩图(81个共同circRNA,MiOncoCirc中80个共同circRNA,74个宿主基因);Figure 4 is a Venn diagram of the overlap of up-regulated circRNAs found in PRE (A) and EDT (B) samples according to the embodiment of the present invention (81 common circRNAs, 80 common circRNAs in MiOncoCirc, 74 host genes);
图5是根据本发明实施例中ICB相关环状circRNA-miRNA-mRNA轴(上面,见方法),以及所有circRNA-miRNA-mRNA相互作用对的网络(下面)。“+”表示circRNAs的表达与mRNA呈正相关;Figure 5 is an ICB-related circular circRNA-miRNA-mRNA axis (above, see Methods) and a network of all circRNA-miRNA-mRNA interaction pairs (below) according to an embodiment of the present invention. “+” indicates that the expression of circRNAs is positively correlated with mRNA;
图6是根据本发明实施例中ICB相关circRNA-miRNA-mRNA轴中的mRNA的基因和基因组百科全书(KEGG)和GO生物过程富集(p值<0.05);Figure 6 is the Encyclopedia of Genes and Genomes (KEGG) and GO biological process enrichment (p value <0.05) of mRNA in the ICB-related circRNA-miRNA-mRNA axis in an embodiment of the present invention;
图7是根据本发明实施例中用于选择候选circRNA的LASSO Cox回归的部分似然偏差图;Figure 7 is a partial likelihood deviation diagram of LASSO Cox regression used to select candidate circRNAs in an embodiment of the present invention;
图8是根据本发明实施例中候选circRNA的LASSO系数分布图(垂直虚线是最小准则下的最优值);Figure 8 is a LASSO coefficient distribution diagram of candidate circRNA according to the embodiment of the present invention (the vertical dotted line is the optimal value under the minimum criterion);
图9是根据本发明实施例中无病进展生存(PFS)下的4个circRNA的多变量Cox模型的危险比(HRs)的森林图;Figure 9 is a forest plot of hazard ratios (HRs) of the multivariable Cox model of 4 circRNAs under progression-free survival (PFS) in an embodiment of the present invention;
图10是根据本发明实施例中Kaplan-Meier生存曲线显示ICBcircSig 中circ-TMTC3与PFS相关性示意图;Figure 10 is a Kaplan-Meier survival curve showing ICBcircSig according to the embodiment of the present invention. Schematic diagram of the correlation between circ-TMTC3 and PFS;
图11是根据本发明实施例中Kaplan-Meier生存曲线显示ICBcircSig中circ-FAM117B与PFS相关性示意图;Figure 11 is a schematic diagram showing the correlation between circ-FAM117B and PFS in ICBcircSig according to the Kaplan-Meier survival curve in the embodiment of the present invention;
图12是根据本发明实施例中PD组、CR/PR和SD组circ-TMTC3表达图;Figure 12 is an expression diagram of circ-TMTC3 in the PD group, CR/PR and SD groups according to the embodiment of the present invention;
图13是根据本发明实施例中PD组、CR/PR和SD组circ-FAM117B表达图;Figure 13 is an expression diagram of circ-FAM117B in the PD group, CR/PR and SD groups according to the embodiment of the present invention;
图14是根据本发明实施例中采用最佳截断值ICBcircSig评分分层的高、低风险患者PFS的Kaplan-Meier生存曲线图;Figure 14 is a Kaplan-Meier survival curve chart of PFS of high- and low-risk patients stratified using the optimal cutoff value ICBcircSig score in an embodiment of the present invention;
图15是根据本发明实施例中12个月和24个月PFS时ICBcircSig评分的ROC曲线图;Figure 15 is a ROC curve chart of ICBcircSig score at 12 months and 24 months PFS according to the embodiment of the present invention;
图16是根据本发明实施例中CR/PR组、SD组和PD组ICBcircSig评分的箱线图;Figure 16 is a box plot of ICBcircSig scores in the CR/PR group, SD group and PD group according to the embodiment of the present invention;
图17是根据本发明实施例中ICBcircSig评分与临床病理变量的多变量Cox模型的HR森林图(CR/PR,完全缓解/部分缓解;SD、稳定的疾病;PD,进步的疾病;ROC(受试者工作特性曲线);HR,风险比);Figure 17 is an HR forest plot of the multivariable Cox model of ICBcircSig score and clinicopathological variables in an embodiment of the present invention (CR/PR, complete remission/partial remission; SD, stable disease; PD, progressive disease; ROC (affected by Receiver operating characteristic curve); HR, hazard ratio);
图18是根据本发明实施例中采用最佳阈值方式,circ-TMTC3分层的高、低风险患者PFS的Kaplan-Meier生存曲线;Figure 18 is the Kaplan-Meier survival curve of PFS of high- and low-risk patients stratified by circ-TMTC3 using the optimal threshold method in the embodiment of the present invention;
图19是根据本发明实施例中采用最佳阈值方式,circ-FAM117B分层的高、低风险患者PFS的Kaplan-Meier生存曲线;Figure 19 is a Kaplan-Meier survival curve of PFS of high- and low-risk patients stratified by circ-FAM117B using the optimal threshold method in an embodiment of the present invention;
图20是根据本发明实施例中CR、PR、SD和PD组中ICBcircSig中circ-TMTC3的表达情况;Figure 20 is the expression of circ-TMTC3 in ICBcircSig in CR, PR, SD and PD groups according to the embodiment of the present invention;
图21是根据本发明实施例中CR、PR、SD和PD组中ICBcircSig中circ-FAM117B的表达情况;Figure 21 is the expression of circ-FAM117B in ICBcircSig in CR, PR, SD and PD groups according to the embodiment of the present invention;
图22是根据本发明实施例中高ICBcircSig评分和低ICBcircSig评分患者的PFS的Kaplan-Meier生存曲线;Figure 22 is a Kaplan-Meier survival curve of PFS for patients with high ICBcircSig score and low ICBcircSig score according to the embodiment of the present invention;
图23是根据本发明实施例中PFS 12个月和24个月时ICBcircSig评分的时间依赖性ROC曲线。;Figure 23 is a time-dependent ROC curve of ICBcircSig score at PFS 12 months and 24 months according to the embodiment of the present invention. ;
图24是根据本发明实施例中CR、PR、SD和PD组间ICBcircSig评分 分布的箱线图;Figure 24 is the ICBcircSig score between CR, PR, SD and PD groups according to the embodiment of the present invention. Boxplots of distributions;
图25是根据本发明实施例中ICBcircSig评分与临床病理变量的多变量Cox模型HR森林图(PFS:无进展生存;CR,完全缓解;PR,局部反应;SD,稳定的疾病;PD,进展的疾病;ROC(受试者工作特性曲线);HR,风险比;AUC,曲线下面积);Figure 25 is a multivariable Cox model HR forest plot according to the ICBcircSig score and clinicopathological variables in the embodiment of the present invention (PFS: progression-free survival; CR, complete remission; PR, local response; SD, stable disease; PD, progressive Disease; ROC (receiver operating characteristic curve); HR, hazard ratio; AUC, area under the curve);
图26是根据本发明实施例中qRT-PCR和Sanger测序验证了circ-TMTC3的表达示意图;Figure 26 is a schematic diagram showing the expression of circ-TMTC3 verified by qRT-PCR and Sanger sequencing in the embodiment of the present invention;
图27是根据本发明实施例中应用qRT-PCR检测抗pd-1治疗前患者样本中circ-TMTC3的生成原理图;Figure 27 is a schematic diagram of the generation of circ-TMTC3 in patient samples before anti-PD-1 treatment using qRT-PCR in an embodiment of the present invention;
图28是根据本发明实施例中qRT-PCR和Sanger测序验证了circ-FAM117B的表达示意图;Figure 28 is a schematic diagram showing the expression of circ-FAM117B verified by qRT-PCR and Sanger sequencing in the embodiment of the present invention;
图29是根据本发明实施例中应用qRT-PCR检测抗pd-1治疗前患者样本中circ-FAM117B的生成原理图。Figure 29 is a schematic diagram of the generation of circ-FAM117B in patient samples before anti-PD-1 treatment using qRT-PCR in an embodiment of the present invention.
具体实施方式Detailed ways
现有技术中常用的生物标志物对ICB反应的预测能力极不稳定,本发明人经过详细而周密的实验,开发了基于circRNA的可评估肿瘤患者IBC疗法治疗效果的生物标志物效果的标志物,所述生物标志物更稳定,具有组织特异性表达和进化保守性,使得对ICB反应的预测准确性大大提高。本发明的一些实施方式中提供了一组用于评估肿瘤IBC疗法的疗效的生物标志物,所述生物标志物包括circ-TMTC3和/或circ-FAM117B。The ability of biomarkers commonly used in the prior art to predict ICB response is extremely unstable. After detailed and thorough experiments, the inventors developed a circRNA-based biomarker effect that can evaluate the therapeutic effect of IBC therapy in tumor patients. , the biomarkers are more stable, have tissue-specific expression and evolutionary conservation, which greatly improves the accuracy of predicting ICB response. Some embodiments of the present invention provide a set of biomarkers for evaluating the efficacy of tumor IBC therapy, the biomarkers including circ-TMTC3 and/or circ-FAM117B.
在一些优选的方案中,所述评估为预先评估。例如:预测黑色素瘤患者经IBC疗法的疗效。In some preferred scenarios, the assessment is a pre-assessment. For example: predicting the efficacy of IBC therapy in melanoma patients.
在一些优选的方案中,所述生物标志物包括circ-TMTC3和circ-FAM117B;其中,所述circ-TMTC3的核酸序列中至少部分与SEQ ID NO:1相同;所述circ-FAM117B的核酸序列中至少部分与SEQ ID NO:2相同。In some preferred solutions, the biomarkers include circ-TMTC3 and circ-FAM117B; wherein at least part of the nucleic acid sequence of circ-TMTC3 is identical to SEQ ID NO: 1; the nucleic acid sequence of circ-FAM117B At least part of it is the same as SEQ ID NO:2.
本发明所述的肿瘤指的是机体在各种致瘤因子作用下,局部组织细胞增生所形成的新生物(neogrowth),通常包括良性和恶性肿瘤,但优选地,所述肿瘤是恶性肿瘤。本文中所指的恶性肿瘤是指那些局部快速增生,破坏临近组织,并转移到其它部位继续生长,对机体产生严重的危害 的肿瘤,它可以包括:皮肤癌、胃癌、肺癌、肝癌、食管癌、大肠癌、白血病、恶性淋巴瘤、子宫颈癌、鼻咽癌和乳腺癌等,作为优选的例子,所述恶性肿瘤为黑色素瘤(恶性)。The tumor described in the present invention refers to neogrowth formed by the proliferation of local tissue cells in the body under the action of various tumorigenic factors. It usually includes benign and malignant tumors, but preferably, the tumor is a malignant tumor. The malignant tumors referred to in this article refer to those that rapidly proliferate locally, destroy adjacent tissues, and move to other parts to continue growing, causing serious harm to the body. Tumors, which may include: skin cancer, gastric cancer, lung cancer, liver cancer, esophageal cancer, colorectal cancer, leukemia, malignant lymphoma, cervical cancer, nasopharyngeal cancer, breast cancer, etc. As a preferred example, the malignant tumor is Melanoma (malignant).
发明人经过实验验证了circ-TMTC3和circ-FAM117B两种circRNA均可以作为评估肿瘤IBC疗法的疗效的生物标志物,通过测定患者组织中一种或两种circRNA的表达水平,可以很好的预估IBC疗法对个体患者的疗效。在本发明的一些实施方式中,提供了一种用于评估肿瘤IBC疗法的疗效的方法,所述方法包括步骤:The inventor has experimentally verified that both circ-TMTC3 and circ-FAM117B can be used as biomarkers to evaluate the efficacy of tumor IBC therapy. By measuring the expression level of one or two circRNAs in patient tissues, it can be well predicted. Evaluate the effectiveness of IBC therapies in individual patients. In some embodiments of the present invention, a method for evaluating the efficacy of tumor IBC therapy is provided, the method comprising the steps:
测定患者肿瘤组织中生物标志物的表达水平;Determine the expression levels of biomarkers in patient tumor tissues;
通过比较所述患者肿瘤组织中生物标志物的表达水平和阈值评估肿瘤IBC疗法对所述患者的疗效;Evaluate the efficacy of tumor IBC therapy on the patient by comparing the expression levels and thresholds of biomarkers in the patient's tumor tissue;
其中,所述生物标志物包括:circ-TMTC3和/或circ-FAM117B。Wherein, the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
本发明中提供的两种生物标志物,可以单独或联合使用,用于评估肿瘤IBC疗法的疗效。在本发明一些优选的实施方式中,所述生物标志物包括circ-TMTC3或circ-FAM117B。The two biomarkers provided in the present invention can be used alone or in combination to evaluate the efficacy of tumor IBC therapy. In some preferred embodiments of the invention, the biomarker includes circ-TMTC3 or circ-FAM117B.
当选择单一的circRNA作为生物标志物时,所述用于评估肿瘤IBC疗法的疗效的方法,具体可以是如下两种方式:When a single circRNA is selected as a biomarker, the method used to evaluate the efficacy of tumor IBC therapy can be in the following two ways:
【方式一】【method one】
所述方法包括步骤:The method includes steps:
测定患者肿瘤组织中circ-TMTC3的表达水平E1;Determine the expression level E1 of circ-TMTC3 in patient tumor tissues;
通过比较E1和y阈值E1’来判定所述肿瘤IBC疗法对所述患者的疗效;Determine the efficacy of the tumor IBC therapy on the patient by comparing E1 and the y threshold E1';
当E1’小于E1时,判定所述肿瘤IBC疗法对所述患者有效,否则判定所述肿瘤IBC疗法对所述患者无效。When E1' is less than E1, it is determined that the tumor IBC therapy is effective for the patient, otherwise it is determined that the tumor IBC therapy is ineffective for the patient.
【方式二】【Method 2】
在一些优选的方案中,所述方法包括步骤:In some preferred solutions, the method includes the steps:
测定患者肿瘤组织中circ-FAM117B的表达水平E2;Determine the expression level E2 of circ-FAM117B in patient tumor tissues;
通过比较E2和阈值E2’来判定所述肿瘤IBC疗法对所述患者的疗效;Determine the efficacy of the tumor IBC therapy on the patient by comparing E2 with the threshold E2';
当E2小于E2’时,判定所述肿瘤IBC疗法对所述患者敏感(有效), 否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, Otherwise, the tumor IBC therapy is judged to be tolerated (ineffective) by the patient.
发明人在进一步的研究中发现,当选择circ-TMTC3和circ-FAM117B的组合作为生物标志物时,评估预测的准确性更好。因此,在本发明的一些更优选的实施方式中,所述生物标志物包括:circ-TMTC3和circ-FAM117B。The inventors found in further studies that the accuracy of assessment prediction was better when the combination of circ-TMTC3 and circ-FAM117B was selected as a biomarker. Therefore, in some more preferred embodiments of the invention, the biomarkers include: circ-TMTC3 and circ-FAM117B.
当选择circ-TMTC3和circ-FAM117B的组合作为生物标志物时,所述用于评估肿瘤IBC疗法的疗效的方法,具体可以是下述方式:When the combination of circ-TMTC3 and circ-FAM117B is selected as a biomarker, the method for evaluating the efficacy of tumor IBC therapy may be as follows:
【方式三】【Method 3】
所述方法包括步骤:The method includes steps:
测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;Determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
通过比较E1和阈值E1’,以及By comparing E1 with the threshold E1’, and
通过比较E2和阈值E2’来判定所述肿瘤IBC疗法对所述患者的疗效;Determine the efficacy of the tumor IBC therapy on the patient by comparing E2 with the threshold E2';
当E1小于E1’,且E2小于E2’时,判定所述肿瘤IBC疗法对所述患者有效,否则判定所述肿瘤IBC疗法对所述患者无效。When E1 is less than E1', and E2 is less than E2', it is determined that the tumor IBC therapy is effective for the patient, otherwise it is determined that the tumor IBC therapy is ineffective for the patient.
进一步地,发明人通过集成机器学习算法构建了用于精准评估黑色素瘤IBC疗法的疗效的线性混合效应模型,通过多变量Cox回归系数加权获得各变量的权重,并将其线性组合。经过优化的模型可以矫正个体之间的差异,保证得到更可靠的差异表达circRNA。在本发明的一些更优选的实施方式中,所述方法包括步骤:Furthermore, the inventor used an integrated machine learning algorithm to construct a linear mixed effects model for accurately evaluating the efficacy of IBC therapy for melanoma, obtained the weight of each variable through multivariable Cox regression coefficient weighting, and linearly combined them. The optimized model can correct differences between individuals and ensure more reliable differentially expressed circRNAs. In some more preferred embodiments of the invention, the method includes the steps:
测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;Determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
根据E1和E2计算ICBcirSig评分值R;Calculate the ICBcirSig score R according to E1 and E2;
根据阈值E1’和circ-FAM117B的表达水平E2’计算ICBcirSig评分值R’;Calculate the ICBcirSig score R’ according to the threshold E1’ and the expression level E2’ of circ-FAM117B;
通过比较R和R’的大小评估评估肿瘤IBC疗法对所述患者的疗效;Evaluate the efficacy of tumor IBC therapy in the patient by comparing the magnitudes of R and R';
其中,所述ICBcirSig评分通过circ-TMTC3和circ-FAM117B进行多变量Cox回归系数加权获得。Among them, the ICBcirSig score is obtained by weighting multivariate Cox regression coefficients of circ-TMTC3 and circ-FAM117B.
在一些优选的方案中,所述ICBcirSig评分的值通过公式I计算获 得;In some preferred solutions, the value of the ICBcirSig score is calculated by Formula I. have to;
ICBcirSig=1.001×circ-TMTC3的表达水平+1.048×circ-FAM117B的表达水平,(公式I)。ICBcirSig=1.001×expression level of circ-TMTC3+1.048×expression level of circ-FAM117B, (Formula I).
作为本发明中生物标志物表达水平的测定方法,可以选自RNA测序、杂交(例如:组织原位杂交(ISH))和核酸扩增中的任何一种。As a method for measuring the expression level of biomarkers in the present invention, any one may be selected from RNA sequencing, hybridization (for example, tissue in situ hybridization (ISH)), and nucleic acid amplification.
在一些优选的方案中,所述表达水平由HPLC/UV-Vis光谱、酶法分析、质谱法、NMR、免疫测定法、ELISA或其任何组合测定。In some preferred embodiments, the expression level is determined by HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA, or any combination thereof.
发明人还开发了基于核酸扩增的circ-TMTC3和circ-FAM117B生物标志物表达水平的测定试剂盒,该试剂盒灵敏度和准确度均很高,并且抗干扰能力强,可以很方便的实现circ-TMTC3和circ-FAM117B两种生物标志物的同时测定。在本发明的一些实施方式中还提供了一种用于评估肿瘤IBC疗法的疗效的试剂盒,所述试剂盒包括:The inventor has also developed a kit for measuring the expression levels of circ-TMTC3 and circ-FAM117B biomarkers based on nucleic acid amplification. The kit has high sensitivity and accuracy, and has strong anti-interference ability, and can easily realize circ -Simultaneous determination of two biomarkers, TMTC3 and circ-FAM117B. In some embodiments of the present invention, a kit for evaluating the efficacy of tumor IBC therapy is also provided, and the kit includes:
引物对组,所述引物对组包括第一引物对和第二引物对;A primer pair set, the primer pair set includes a first primer pair and a second primer pair;
第一引物对,所述第一引物对包括如SEQ ID NO:3所示序列的正向引物,和如SEQ ID NO:4所示序列的反向引物;A first primer pair, the first primer pair includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4;
第二引物对,所述第二引物对包括如SEQ ID NO:5所示序列的正向引物,和如SEQ ID NO:6所示序列的反向引物。A second primer pair, the second primer pair includes a forward primer of the sequence shown in SEQ ID NO:5, and a reverse primer of the sequence shown in SEQ ID NO:6.
本发明的一些实施方式中还提供了一种用于评估肿瘤IBC疗法的疗效的系统,所述系统包括:Some embodiments of the present invention also provide a system for evaluating the efficacy of tumor IBC therapy, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中生物标志物的表达水平;和a biomarker detection unit configured to determine the expression level of the biomarker in the patient's tumor tissue; and
数据处理单元,所述数据处理单元被设置用于比较所述患者肿瘤组织中生物标志物的表达水平和阈值,来评估肿瘤IBC疗法对所述患者的疗效;a data processing unit configured to compare the expression levels and thresholds of biomarkers in the patient's tumor tissue to evaluate the efficacy of tumor IBC therapy on the patient;
其中,所述生物标志物包括:circ-TMTC3和/或circ-FAM117B。Wherein, the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
在一些优选的方案中,所述生物标志物包括circ-TMTC3或circ-FAM117B。In some preferred embodiments, the biomarker includes circ-TMTC3 or circ-FAM117B.
在一些优选的方案中,所述系统包括:In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者 肿瘤组织中circ-TMTC3的表达水平E1;Biomarker detection unit, the biomarker detection unit is configured to measure the patient's The expression level of circ-TMTC3 in tumor tissue E1;
数据处理单元,所述数据处理单元被设置用于比较E1和阈值E1’来判定所述肿瘤IBC疗法对所述患者的疗效;A data processing unit, the data processing unit is configured to compare E1 and the threshold E1' to determine the efficacy of the tumor IBC therapy on the patient;
当E1小于E1’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E1 is less than E1', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述系统包括:In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-FAM117B的表达水平E2;A biomarker detection unit, the biomarker detection unit is configured to measure the expression level E2 of circ-FAM117B in the patient's tumor tissue;
数据处理单元,所述数据处理单元被设置用于比较E2和阈值E2’的值来判定所述肿瘤IBC疗法对所述患者的疗效;A data processing unit, the data processing unit is configured to compare the values of E2 and the threshold E2' to determine the efficacy of the tumor IBC therapy on the patient;
当E2小于E2’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述生物标志物包括:circ-TMTC3和circ-FAM117B。In some preferred solutions, the biomarkers include: circ-TMTC3 and circ-FAM117B.
在一些优选的方案中,所述系统包括:In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;和a biomarker detection unit configured to determine the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue; and
数据处理单元,所述数据处理单元被设置用于阈值E1’,以及比较E2和阈值E2’,来判定所述肿瘤IBC疗法对所述患者的疗效;a data processing unit, the data processing unit being configured to use a threshold E1' and compare E2 with the threshold E2' to determine the efficacy of the tumor IBC therapy on the patient;
当E1小于E1’,且E2小于E2’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E1 is less than E1', and E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
在一些优选的方案中,所述系统包括:In some preferred solutions, the system includes:
生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;A biomarker detection unit, the biomarker detection unit is configured to measure the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
数据处理单元,所述数据处理单元被设置用于:A data processing unit configured to:
根据E1和E2计算ICBcirSig评分值R,Calculate the ICBcirSig score R according to E1 and E2,
根据阈值E1’和E2’计算ICBcirSig评分值R’;Calculate the ICBcirSig score value R’ according to the thresholds E1’ and E2’;
通过比较R和R’的大小评估评估肿瘤IBC疗法对所述患者的疗效;Evaluate the efficacy of tumor IBC therapy in the patient by comparing the magnitudes of R and R';
其中,所述ICBcirSig评分通过circ-TMTC3和circ-FAM117B进行多 变量Cox回归系数加权获得。Among them, the ICBcirSig score is based on circ-TMTC3 and circ-FAM117B. The variable Cox regression coefficient is obtained by weighting.
在一些优选的方案中,所述ICBcirSig评分的值通过公式I计算获得;In some preferred solutions, the value of the ICBcirSig score is calculated by Formula I;
ICBcirSig=1.001×circ-TMTC3的表达水平+1.048×circ-FAM117B的表达水平,(公式I)。ICBcirSig=1.001×expression level of circ-TMTC3+1.048×expression level of circ-FAM117B, (Formula I).
在一些优选的方案中,所述生物标志物检测单元中测定所述表达水平的测定方法选自:RNA测序、杂交和核酸扩增中的任何一种。In some preferred solutions, the detection method used to measure the expression level in the biomarker detection unit is selected from any one of RNA sequencing, hybridization and nucleic acid amplification.
在一些优选的方案中,所述生物标志物检测单元中测定所述表达水平的测定方法选自:HPLC/UV-Vis光谱、酶法分析、质谱法、NMR、免疫测定法、ELISA或其任何组合。In some preferred solutions, the assay method for measuring the expression level in the biomarker detection unit is selected from: HPLC/UV-Vis spectroscopy, enzymatic analysis, mass spectrometry, NMR, immunoassay, ELISA or any of them combination.
在一些优选的方案中,所述生物标志物检测单元包括PCR扩增设备。In some preferred solutions, the biomarker detection unit includes PCR amplification equipment.
在一些优选的方案中,所述生物标志物检测单元使用本发明第二方面所述的试剂盒进行检测。In some preferred solutions, the biomarker detection unit uses the kit described in the second aspect of the present invention for detection.
在一些优选的方案中,所述生物标志物检测单元包括检测试剂,所述检测试剂包括引物对组,所述引物对组包括第一引物对和第二引物对;In some preferred solutions, the biomarker detection unit includes a detection reagent, the detection reagent includes a primer pair set, and the primer pair set includes a first primer pair and a second primer pair;
第一引物对,所述第一引物对包括如SEQ ID NO:3所示序列的正向引物,和如SEQ ID NO:4所示序列的反向引物;A first primer pair, the first primer pair includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4;
第二引物对,所述第二引物对包括如SEQ ID NO:5所示序列的正向引物,和如SEQ ID NO:6所示序列的反向引物。A second primer pair, the second primer pair includes a forward primer of the sequence shown in SEQ ID NO:5, and a reverse primer of the sequence shown in SEQ ID NO:6.
在一些优选的方案中,所述生物标志物检测单元中测定所述表达水平的方法为qRT-PCR法,所述阈值E1’为0.4至0.6;所述阈值E1’为0.4至0.6。In some preferred solutions, the method for measuring the expression level in the biomarker detection unit is a qRT-PCR method, and the threshold E1' is 0.4 to 0.6; the threshold E1' is 0.4 to 0.6.
术语the term
除非另外定义,否则以下术语可具有下文赋予其的含义。但是,应当理解,本领域技术人员已知或理解的其它含义也是可能的,并且在本发明的范围内。Unless otherwise defined, the following terms may have the meanings assigned to them below. However, it should be understood that other meanings known or understood by those skilled in the art are also possible and within the scope of the present invention.
如本文所用,除非上下文另有明确说明,单数形式“一”、“一个”和“该”包括复数指代。本文使用的所有技术和科学术语具有相同的含 义。As used herein, the singular forms "a", "an" and "the" include plural referents unless the context clearly dictates otherwise. All technical and scientific terms used in this article have the same meaning righteous.
除非具体说明或从上下文明显看出,如本文所用,术语“约”应被理解为在本领域的正常公差范围内,例如在平均值的2个标准偏差内。约可被理解为在所述值的10%、9%、8%、7%、6%、5%、4%、3%、2%、1%、0.5%、0.1%、0.05%或0.01%内。除非上下文另有说明,本文提供的所有数值可以被该术语约修饰。Unless specifically stated otherwise or apparent from context, as used herein, the term "about" shall be understood to mean within normal tolerances in the art, such as within 2 standard deviations of the mean. Approximately may be understood as being at 10%, 9%, 8%, 7%, 6%, 5%, 4%, 3%, 2%, 1%, 0.5%, 0.1%, 0.05% or 0.01 of the stated value %Inside. Unless the context indicates otherwise, all numerical values provided herein may be modified by the term approximately.
如本文所用,术语“扩增”是指用于获得靶核酸序列或其互补序列或其片段的多个拷贝(“扩增子”)的任何已知体外过程。体外扩增是指可包含少于完整靶区域序列或其互补序列的扩增的核酸的产生。已知的体外扩增方法包括:例如,转录介导的扩增、复制酶介导的扩增、聚合酶链式反应(PCR)扩增、连接酶链反应(LCR)扩增和链替代扩增(SDA,包括多链替代扩增方法(MSDA)。复制酶介导的扩增使用自我复制RNA分子和复制酶(例如Q-β-复制酶)(例如Kramer等,美国专利No.4,786,600)。PCR扩增是众所周知的,其使用DNA聚合酶、引As used herein, the term "amplification" refers to any known in vitro process for obtaining multiple copies ("amplicons") of a target nucleic acid sequence or its complement or fragment thereof. In vitro amplification refers to the generation of amplified nucleic acids that may contain less than the complete target region sequence or its complement. Known in vitro amplification methods include, for example, transcription-mediated amplification, replicase-mediated amplification, polymerase chain reaction (PCR) amplification, ligase chain reaction (LCR) amplification, and strand substitution amplification. Amplification (SDA), including multi-stranded substitution amplification (MSDA). Replicase-mediated amplification uses self-replicating RNA molecules and replicase (e.g., Q-beta-replicate) (e.g., Kramer et al., U.S. Patent No. 4,786,600) .PCR amplification is well known and uses DNA polymerase, primers
物和热循环来合成DNA或cDNA的两条互补链的多个拷贝(例如,Mull is等,美国专利No.4,683,195、4,683,202和4,800,159)。LCR扩增使用至少四种单独的寡核苷酸以通过使用杂交、连接和变性的多个循环来扩增靶标和其互补链(例如,EP专利申请公布号0320308)。SDA是一种其中引物包含限制性核酸内切酶的识别位点的方法,所述识别位点允许核酸内切酶切割包括靶序列的半修饰DNA双链体的一条链,随后在一系列引物延伸和链置换步骤中进行扩增(例如Walker等,美国专利No.5,422,252)。其它两种已知的链替代扩增方法不需要核酸内切酶切割(Dattagupta等,美国专利No.6,087,133号和美国专利No.6,124,120(MSDA))。本领域技术人员将理解,本发明的寡核苷酸引物序列可容易地用于基于通过聚合酶进行引物延伸的任何体外扩增方法。(一般参见Kwoh等,1990,Am.Biotechnol.Lab.8:14-25和Kwoh等,1989,Proc.Natl.Acad.Sci.USA 86,1173-1177;Liza rdi等,1988,BioTechnology 6:1197-1202;Malek等,1994,MethodsMol.Biol.,28:253-260;和Sambrook等,2000,Molecular Cloning A  Laboratory Manual,Third Edition,CSHLaboratories)。如本领域众所周知的,寡核苷酸被设计为在选定条件下结合互补序列。and thermal cycling to synthesize multiple copies of two complementary strands of DNA or cDNA (eg, Mullis et al., U.S. Patent Nos. 4,683,195, 4,683,202, and 4,800,159). LCR amplification uses at least four separate oligonucleotides to amplify the target and its complementary strand using multiple cycles of hybridization, ligation, and denaturation (eg, EP Patent Application Publication No. 0320308). SDA is a method in which a primer contains a recognition site for a restriction endonuclease that allows the endonuclease to cleave one strand of a semi-modified DNA duplex that includes the target sequence, followed by a series of primers Amplification is performed in extension and strand displacement steps (eg Walker et al., US Patent No. 5,422,252). Two other known strand replacement amplification methods do not require endonuclease cleavage (Dattagupta et al., US Patent No. 6,087,133 and US Patent No. 6,124,120 (MSDA)). Those skilled in the art will appreciate that the oligonucleotide primer sequences of the invention can readily be used in any in vitro amplification method based on primer extension by a polymerase. (See generally Kwoh et al., 1990, Am. Biotechnol. Lab. 8:14-25 and Kwoh et al., 1989, Proc. Natl. Acad. Sci. USA 86, 1173-1177; Lizardi et al., 1988, BioTechnology 6: 1197 -1202; Malek et al., 1994, Methods Mol. Biol., 28:253-260; and Sambrook et al., 2000, Molecular Cloning A Laboratory Manual, Third Edition, CSHL Laboratories). As is well known in the art, oligonucleotides are designed to bind complementary sequences under selected conditions.
如本文所用,术语“标志物”或“生物标志物”是生物分子或生物分子组,其表达水平与肿瘤(例如黑色素瘤)IBC疗法治疗效果相关,例如正相关或负相关。As used herein, the term "marker" or "biomarker" is a biomolecule or group of biomolecules whose expression levels correlate, eg, positively or negatively, with the efficacy of IBC therapy in a tumor (eg, melanoma).
本文所用术语“表达”是指从DNA产生多肽的过程。该过程涉及基因转录为mRNA和该mRNA翻译为多肽。根据上下文,所使用的“表达”可指RNA或蛋白质或两者的产生。As used herein, the term "expression" refers to the process of producing a polypeptide from DNA. The process involves the transcription of genes into mRNA and the translation of that mRNA into polypeptides. "Expression" as used may refer to the production of RNA or protein or both, depending on the context.
如本文所用,“患者”或“受试者”可以指人或非人动物,优选哺乳动物。“受试者”是指任何动物,其中包括马、狗、猫、猪、山羊、兔、仓鼠、猴、豚鼠、大鼠、小鼠、蜥蜴、蛇、绵羊、牛、鱼和鸟。人类受试者可称为患者。As used herein, "patient" or "subject" may refer to a human or non-human animal, preferably a mammal. "Subject" means any animal, including horses, dogs, cats, pigs, goats, rabbits, hamsters, monkeys, guinea pigs, rats, mice, lizards, snakes, sheep, cattle, fish and birds. Human subjects may be referred to as patients.
为使本发明实施例的目的、技术方案和优点更加清楚,下面结合具体实施例,进一步阐述本发明。应理解,这些实施例仅用于说明本发明而不用于限制本发明的范围。下列实施例中未注明具体条件的实验方法,通常按照常规条件,或按照制造厂商所建议的条件。除非另外说明,否则百分比和份数是重量百分比和重量份数。以下实施例中所用的实验材料和试剂如无特别说明均可从市售渠道获得。In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the present invention will be further described below in conjunction with specific embodiments. It should be understood that these examples are only used to illustrate the invention and are not intended to limit the scope of the invention. Experimental methods without specifying specific conditions in the following examples usually follow conventional conditions or conditions recommended by the manufacturer. Unless otherwise stated, percentages and parts are by weight. The experimental materials and reagents used in the following examples can be obtained from commercial sources unless otherwise specified.
除非另有指明,本文所用的技术和科学术语具有与本申请所属技术领域的普通技术人员通常理解的相同含义,需要注意的是,本文所用的术语仅为了描述具体实施方式,而非意图限制本申请的示例性实施方式。Unless otherwise specified, technical and scientific terms used herein have the same meanings as commonly understood by those of ordinary skill in the technical field to which this application belongs. It should be noted that the terms used herein are only for describing specific embodiments and are not intended to limit the present invention. Exemplary embodiments of the application.
本研究中使用的队列1的原始RNAseq数据和临床信息可从欧洲核苷酸档案库(ENA)(https://www.ebi.ac.uk/ena)下载,登录号为PRJEB23709。简言之,黑色素瘤患者使用单药抗pd-1(纳武利尤单抗或派姆单抗)或联合抗pd-1和抗ctla-4(伊匹单抗)治疗。使用RECIST1.1标准确定患者反应。用药前表示在免疫治疗前采集样本,治疗期间表示在免疫治疗后7-14天采集样本。该患者队列共纳入88个具有RNA-seq数据的样本,包括47个接受抗pd-1单药治疗的患者(治疗前,n=38;治疗期间,n=9)和41例患者联合使用伊匹单抗和抗pd-1免疫治疗(治疗前,n=32;治疗期间,n= 9)。本研究使用的队列2的原始RNAseq数据和临床信息下载于基因型和表型数据库(dbGaP)(https://www.ncbi.nlm.nih.gov/gap/),登录号为phs000452.v3.p1。包括晚期黑色素瘤患者使用单药抗pd-1(nivolumab或派姆单抗)治疗,先前使用或不使用抗ctla-4治疗。采用RECIST1.1标准评估患者疗效,包括30例进展疾病(PD),9例病情稳定(SD),1例混合缓解(MR),19例部分缓解(PR)和10例完全缓解(CR)。共有69个有RNA-seq数据的免疫治疗前采集样本被纳入该患者队列。The raw RNAseq data and clinical information for Cohort 1 used in this study can be downloaded from the European Nucleotide Archive (ENA) (https://www.ebi.ac.uk/ena) under accession number PRJEB23709. Briefly, melanoma patients were treated with either single-agent anti-PD-1 (nivolumab or pembrolizumab) or a combination of anti-PD-1 and anti-CTLA-4 (ipilimumab). Patient response was determined using RECIST1.1 criteria. Pre-medication means collecting samples before immunotherapy, and during treatment means collecting samples 7-14 days after immunotherapy. This patient cohort included a total of 88 samples with RNA-seq data, including 47 patients who received anti-PD-1 monotherapy (before treatment, n = 38; during treatment, n = 9) and 41 patients who received anti-PD-1 monotherapy. Pilimumab and anti-PD-1 immunotherapy (before treatment, n = 32; during treatment, n = 9). The raw RNAseq data and clinical information of cohort 2 used in this study were downloaded from the Database of Genotypes and Phenotypes (dbGaP) (https://www.ncbi.nlm.nih.gov/gap/), with the accession number phs000452.v3. p1. Included were patients with advanced melanoma treated with single-agent anti-PD-1 (nivolumab or pembrolizumab) with or without prior anti-CTLA-4 therapy. The RECIST1.1 criteria were used to evaluate the patient efficacy, including 30 patients with progressive disease (PD), 9 patients with stable disease (SD), 1 patient with mixed response (MR), 19 patients with partial response (PR) and 10 patients with complete response (CR). A total of 69 samples collected before immunotherapy with RNA-seq data were included in this patient cohort.
实施例1、CB治疗患者中circRNA异常表达Example 1. Abnormal expression of circRNA in patients treated with CB
本实施例中发明人搜集了两个独立的全RNA测序数据队列,队列使用单药抗pd-1或联合抗ctla-4和抗pd-1治疗。队列1包括88例接受抗pd-1单药治疗的患者(47例患者,包括38例用药前患者,9例治疗期间患者)或联合抗ctla-4和抗pd-1治疗的患者(41例患者,包括32例用药前患者,9例治疗期间患者);队列2中有69名黑色素瘤患者接受了抗pd-1治疗(尼鲁单抗或派姆单抗)。In this example, the inventor collected two independent whole RNA sequencing data cohorts, and the cohorts were treated with a single drug anti-PD-1 or a combination of anti-CTLA-4 and anti-PD-1. Cohort 1 included 88 patients who received anti-PD-1 monotherapy (47 patients, including 38 pre-drug patients and 9 on-treatment patients) or combined anti-CTLA-4 and anti-PD-1 therapy (41 patients patients (including 32 patients before treatment and 9 patients during treatment); 69 patients with melanoma in cohort 2 received anti-PD-1 treatment (nivolumab or pembrolizumab).
为了识别可靠的circRNA,发明人将四种出色的circRNA检测工具,包括cirri2、Find_circ、CircExplorer2和CircRNA_finder,以量化反剪接reads(见图1,图1显示了在独立黑色素瘤患队列1(A)和队列2(B)中,每个工具识别circRNAs数目)。不同的circRNA检测工具识别出不同数量的circRNAs,因此保留了至少两种反向剪接reads数≥2,并且在2个以上工具识别出的circRNA。具体地,发明人从队列1的88个样本中共鉴定出89204个circRNA,从队列2的69个样本中鉴定出43911个circRNA。在队列1的每个患者中,circRNAs的可检测数量为1440-16653,在队列2的每个患者中,circRNAs的可检测数量为39-11652。为减少潜在的不准确事件,发明人只考虑了每个队列中超过20%的样本中识别出的circRNA。队列1中共保留了5350个circRNA,每个患者的保留范围为774到4525(见图2C),队列2中共保留了3654个circRNA,每个患者的保留范围为20到3013(见图2D)。队列2中的circRNA有90.4%(3293/3644)可以在队列1中检测到(Fisher检验,p<2.2e-16)。在这些检测到的circRNA中,队列1中96.6%的circRNA(5167/5350)和队列2中97.3%的circRNA(3544/3644) 存在于MiOncoCirc数据库中,其circRNA从肿瘤样本中被量化,表明这两个队列中的circRNA图谱是与肿瘤相关的。To identify reliable circRNAs, the inventors combined four excellent circRNA detection tools, including cirri2, Find_circ, CircExplorer2 and CircRNA_finder, to quantify backsplicing reads (see Figure 1. Figure 1 shows the results in an independent melanoma patient cohort 1 (A) and cohort 2 (B), the number of circRNAs identified by each tool). Different circRNA detection tools identify different numbers of circRNAs, so at least two circRNAs with back-splicing read numbers ≥ 2 and identified by more than 2 tools are retained. Specifically, the inventors identified a total of 89,204 circRNAs from 88 samples in cohort 1, and 43,911 circRNAs from 69 samples in cohort 2. The detectable number of circRNAs in each patient in cohort 1 was 1440-16653, and in each patient in cohort 2, the detectable number of circRNAs was 39-11652. To reduce potential inaccuracies, the inventors only considered circRNAs identified in more than 20% of the samples in each cohort. A total of 5350 circRNAs were retained in cohort 1, with the retention range for each patient ranging from 774 to 4525 (see Figure 2C), and a total of 3654 circRNAs were retained in cohort 2, with the retention range for each patient ranging from 20 to 3013 (see Figure 2D). 90.4% (3293/3644) of circRNAs in cohort 2 could be detected in cohort 1 (Fisher test, p<2.2e-16). Among these detected circRNAs, 96.6% of circRNAs (5167/5350) in cohort 1 and 97.3% of circRNAs in cohort 2 (3544/3644) circRNAs present in the MiOncoCirc database were quantified from tumor samples, indicating that the circRNA profiles in these two cohorts are tumor-related.
Circ-TMTC3的核酸序列(编码序列)为SEQ ID NO:1
The nucleic acid sequence (coding sequence) of Circ-TMTC3 is SEQ ID NO: 1
Circ-FAM117B的核酸序列(编码序列)为SEQ ID NO:2
The nucleic acid sequence (coding sequence) of Circ-FAM117B is SEQ ID NO: 2
实施例2、构建circRNA差异调控网络Example 2. Construction of circRNA differential regulatory network
本实施例中,发明人利用线性混合效应模型,通过鉴定免疫治疗反应和不反应的差异circRNA,选取非受益患者和受益患者共同的上调circRNA进行分析,In this example, the inventor used a linear mixed effect model to identify differential circRNAs that responded and did not respond to immunotherapy, and selected up-regulated circRNAs common to non-benefiting patients and benefiting patients for analysis.
(1)鉴定免疫治疗反应和不反应之间差异circRNA(1) Identification of differential circRNA between immunotherapy response and non-response
为了分别在治疗前和治疗早期的非受益样本和受益样本中识别差异表达的circRNA,发明人应用线性混合效应模型(LME)来计算差异circRNA,该模型考虑嵌套随机效应(每个个体样本)并考虑潜在混杂因素,使用nlme-R包中的lme程序执行,p值<0.05,|log2(fold change)|≥0.5为差异有统计学意义。具体地,首先利用了线性混合效应模型,以识别治疗前受益组(n=54)和非受益组(n=16)之间差异表达的circRNA,随后研究了这些差异表达的circRNA在治疗中的表达差异(受益组,n=13;非受益组,n=5)。To identify differentially expressed circRNAs in non-benefit samples and benefit samples before treatment and early in treatment, respectively, the inventors applied a linear mixed effects model (LME) to calculate differential circRNAs, which considers nested random effects (for each individual sample) Taking potential confounding factors into consideration, the lme program in the nlme-R package was used to execute the results. The p value was <0.05, and |log2(fold change)|≥0.5 was considered a statistically significant difference. Specifically, a linear mixed effects model was first utilized to identify differentially expressed circRNAs between the benefit group (n=54) and the non-benefit group (n=16) before treatment, and then the effects of these differentially expressed circRNAs during treatment were studied. Expression differences (benefit group, n=13; non-benefit group, n=5).
在治疗前样本中,发明人发现与受益患者相比,非受益患者中有227个上调和23个下调的circRNA(P<0.05和|log2(fold change)|≥0.5)。在治疗中样本中,发现ICB处理后1547个上调和10个下调的circRNA(见图3,图3A为治疗前PRE非受益和受益黑色素瘤样本中circRNA上调(红色)和下调(蓝色)的火山图;图3B为治疗中EDTcircRNA上调(红色)和下调(蓝色)的火山图)。在治疗前和治疗中无应答组中,均发现上调circRNA circRNA较多,下调circrna较少,提示circRNA过表达与免疫治疗耐药性之间存在潜在关联。为了进一步探讨circRNA在免疫治疗中的功能作用,发明人在治疗前和治疗中时间点选取了81个非受益患者和受益患者共同的上调circRNA进行后续分析(见图4)。In pre-treatment samples, the inventors found 227 up-regulated and 23 down-regulated circRNAs in non-benefit patients compared with benefit patients (P<0.05 and |log2(fold change)|≥0.5). In the on-treatment samples, 1547 up-regulated and 10 down-regulated circRNAs were found after ICB treatment (see Figure 3. Figure 3A shows the up-regulated (red) and down-regulated (blue) circRNAs in PRE non-benefit and benefit melanoma samples before treatment. Volcano plot; Figure 3B is a volcano plot of upregulation (red) and downregulation (blue) of EDTcircRNA during treatment). In the non-responsive group before treatment and during treatment, more up-regulated circRNAs and less down-regulated circRNAs were found, suggesting a potential relationship between circRNA overexpression and immunotherapy resistance. In order to further explore the functional role of circRNA in immunotherapy, the inventors selected 81 up-regulated circRNAs common to non-benefit patients and beneficiary patients at time points before treatment and during treatment for subsequent analysis (see Figure 4).
(2)鉴定circRNA-miRNA-mRNA关系网络(2) Identification of circRNA-miRNA-mRNA relationship network
为了预测circRNA-miRNA的相互作用,发明人利用Miranda软件(它在基因组序列中识别miRNA的潜在靶位点),来预测circRNA的靶位点。它根据比对分数和最小自由能来对每个circRNA的候选miRNA进行排序。使用miranda算法来预测高置信的结合位点,并为每个81上调的circRNA选择了打分靠前30个miRNA。 In order to predict circRNA-miRNA interactions, the inventors used Miranda software, which identifies potential target sites of miRNAs in genome sequences, to predict circRNA target sites. It ranks candidate miRNAs for each circRNA based on alignment scores and minimum free energy. The miranda algorithm was used to predict high-confidence binding sites, and the top 30 scoring miRNAs were selected for each of the 81 up-regulated circRNAs.
然后,miRNA-mRNA关系对从Tarbase数据库(包含实验支持的miRNA-mRNA相互作用)和TargetScan数据库中下载,并保留两个数据库中共享的miRNA-mRNA对。发明人在circRNA-miRNA轴共检测到773个miRNA和2429个相互作用关系。Then, the miRNA-mRNA relationship pairs were downloaded from the Tarbase database (containing experimentally supported miRNA-mRNA interactions) and the TargetScan database, and the shared miRNA-mRNA pairs in both databases were retained. The inventors detected a total of 773 miRNAs and 2429 interaction relationships in the circRNA-miRNA axis.
最后,按照以下标准筛选circRNA-miRNA-mRNA相互作用:Finally, circRNA-miRNA-mRNA interactions were screened according to the following criteria:
1)保留TCGA黑色素瘤中表达的95%分位数miRNAs,以过滤非黑色素瘤相关的miRNAs;1) Retain the 95% quantile miRNAs expressed in TCGA melanoma to filter non-melanoma-related miRNAs;
2)保留打分排序前30个与circRNA相互作用的miRNA;2) Retain the top 30 scoring and sorting miRNAs that interact with circRNA;
3)保留与circRNA和mRNA都相互作用的miRNA;3) retain miRNAs that interact with both circRNA and mRNA;
4)保留circRNA-miRNA-mRNA相互作用,其中的circRNA和mRNA之间存在显著正相关性(Rs>0.2和p<0.05)。4) The circRNA-miRNA-mRNA interaction is retained, in which there is a significant positive correlation between circRNA and mRNA (Rs>0.2 and p<0.05).
根据以上筛选原则,发明人根据circRNA和mRNA的共同miRNA靶位点确定了184,587个环状circRNA-miRNA-mRNA的相互作用。Based on the above screening principles, the inventors identified 184,587 circular circRNA-miRNA-mRNA interactions based on the common miRNA target sites of circRNA and mRNA.
此外,发明人进一步根据表达相关性等多个步骤筛选了高信度关联,并保留了8449(81个circRNAs-183个miRNAs-2046个mRNAs)个ICB应答相关相互作用(图5,图5中上方为ICB相关环状circRNA-miRNA-mRNA轴;下方为所有circRNA-miRNA-mRNA相互作用对的网络)。基于这2046个mRNAs的通路分析表明,其显著富集肿瘤信号通路,例如Hippo信号通路、p53信号通路、mTOR信号通路、AMPK信号通路(见图6)。这些mRNA也在细胞周期检查点、细胞缺氧反应、自噬和Wnt信号通路调控等几个生物学过程中富集。例如,靶向Wnt信号通路可能通过改变抗原呈递来逆转免疫疗法的耐药性。经过分析显示,circRNAs在非受益患者中异常上调,表明circRNAs通过改变癌症信号通路在抵抗癌症免疫治疗中的发挥潜在作用。In addition, the inventors further screened high-confidence associations based on multiple steps such as expression correlation, and retained 8449 (81 circRNAs-183 miRNAs-2046 mRNAs) ICB response-related interactions (Figure 5, Figure 5 The upper part is the ICB-related circular circRNA-miRNA-mRNA axis; the lower part is the network of all circRNA-miRNA-mRNA interaction pairs). Pathway analysis based on these 2046 mRNAs showed that they were significantly enriched in tumor signaling pathways, such as the Hippo signaling pathway, p53 signaling pathway, mTOR signaling pathway, and AMPK signaling pathway (see Figure 6). These mRNAs are also enriched in several biological processes such as cell cycle checkpoints, cellular hypoxia response, autophagy, and Wnt signaling pathway regulation. For example, targeting the Wnt signaling pathway may reverse immunotherapy resistance by altering antigen presentation. Analysis showed that circRNAs were abnormally up-regulated in non-beneficiary patients, indicating the potential role of circRNAs in resisting cancer immunotherapy by changing cancer signaling pathways.
实施例3、构建circRNA模型预测免疫治疗效果Example 3. Constructing a circRNA model to predict immunotherapy effects
本实施例中,发明人使用基于机器学习的算法来构建ICBcircSig。(i)对无进展生存期(PFS)和circRNA表达进行了单变量生存分析,以确定预后相关的circRNA;(ii)基于LASSO Cox回归模型,从(i)中的circRNAs中选择最优组合。发明人将最终的标志物命名为“ICBcirSig”,(iii)每个样 本的ICBcircSig评分是根据表达值和多变量cox回归系数加权建立的(1.001*circ-TMTC3+1.048*circ-FAM117B)。具体方法如下:In this embodiment, the inventor uses a machine learning-based algorithm to construct ICBcircSig. (i) Univariate survival analysis was performed on progression-free survival (PFS) and circRNA expression to identify prognostic-related circRNAs; (ii) Based on the LASSO Cox regression model, the optimal combination was selected from the circRNAs in (i). The inventor named the final marker "ICBcirSig", (iii) each sample This ICBcircSig score was established based on the weighted expression value and multivariable cox regression coefficient (1.001*circ-TMTC3+1.048*circ-FAM117B). The specific method is as follows:
(1)患者队列1构建circRNA标志物预测免疫治疗效果(1) Patient Cohort 1 constructed circRNA markers to predict the effect of immunotherapy
为了确定与预后相关的circRNAs,发明人对队列1中用药前样本中的227个上调的circRNAs的表达水平和无进展生存期(PFS)进行了单变量Cox回归分析。结果显示,25个circRNA的高表达与较差的PFS显著相关(log-rank test,FDR<0.05,Cox FDR<0.05)。To identify circRNAs associated with prognosis, the inventors performed univariate Cox regression analysis on the expression levels and progression-free survival (PFS) of 227 upregulated circRNAs in pre-drug samples in cohort 1. The results showed that high expression of 25 circRNAs was significantly associated with poor PFS (log-rank test, FDR<0.05, Cox FDR<0.05).
为了确定最佳的circRNA组合作为预测预后的生物标志物,发明人应用LASSO Cox回归模型对25个circRNA表达谱和临床信息进行分析(结果见图7),并选择了4个回归系数非零的circRNA(见图8)。将这四个circRNA作为变量进行多因素Cox回归分析,发现circ-TMTC3和circ-FAM117B是显著的预测因子(见图9)。这两个circRNA的表达与较差的PFS相关(图10和图11),对抗PD-1治疗完全缓解或部分缓解(CR/PR)和稳定疾病(SD)的患者中circ-TMTC3和circ-FAM117B的表达较进展性疾病(例如帕金森症PD)的患者明显降低(图12和图13)。In order to determine the best circRNA combination as a biomarker for predicting prognosis, the inventor applied the LASSO Cox regression model to analyze 25 circRNA expression profiles and clinical information (results shown in Figure 7), and selected 4 regression coefficients with non-zero circRNA (see Figure 8). Multivariate Cox regression analysis was performed using these four circRNAs as variables, and it was found that circ-TMTC3 and circ-FAM117B were significant predictors (see Figure 9). The expression of these two circRNAs was associated with poor PFS (Figure 10 and Figure 11), circ-TMTC3 and circ- The expression of FAM117B is significantly lower than that in patients with progressive diseases (such as Parkinson's disease, PD) (Figure 12 and Figure 13).
进一步通过多变量Cox回归系数加权ICBcircSig中circRNA的表达值,发明人构建了ICB相关circRNA标志物(ICBcircSig)评分(1.001*circ-TMTC3+1.048*circ-FAM117B)。进一步评估临床相关性,发明人发现ICBcircSig评分高的患者与ICBcircSig评分低的患者相比,PFS更差(log-rank检验,p<0.001,图14)。Further weighting the expression value of circRNA in ICBcircSig by the multivariable Cox regression coefficient, the inventor constructed an ICB-related circRNA marker (ICBcircSig) score (1.001*circ-TMTC3+1.048*circ-FAM117B). Further evaluating the clinical relevance, the inventors found that patients with high ICBcircSig scores had worse PFS than patients with low ICBcircSig scores (log-rank test, p<0.001, Figure 14).
高ICBcircSig评分组的12月和24月进展率分别为100%和100%,显著高于低ICBcircSig评分组的27%和30%。对于12个月和24个月PFS作为标准,ICBcircSig评分随时间变化的ROC曲线的曲线下面积(AUC)分别为0.76和0.75(图15)。The 12-month and 24-month progression rates of the high ICBcircSig score group were 100% and 100% respectively, which were significantly higher than the 27% and 30% of the low ICBcircSig score group. For 12-month and 24-month PFS as the standard, the area under the curve (AUC) of the ROC curve of ICBcircSig score over time was 0.76 and 0.75, respectively (Figure 15).
发明人进一步研究了ICBcircSig评分与患者对ICB治疗的反应之间的关系,发现CR/PR患者的ICBcircSig评分明显低于PD/SD患者(CR/PR vs PD/SD,p=5.6×10-5;图16)。The inventor further studied the relationship between ICBcircSig score and patient response to ICB treatment and found that the ICBcircSig score of CR/PR patients was significantly lower than that of PD/SD patients (CR/PR vs PD/SD, p=5.6×10 -5 ; Figure 16).
此外,发明人还进一步研究ICBcircSig评分是否可以作为一个独立的预后因素,通过多因素Cox回归分析,以矫正其他传统临床因素的影响, 包括年龄、性别、ICB治疗方式、CD274(PD-L1)和PDCD1。矫正混杂因素后,ICBcircSig评分(危险比[HR]=2.975,95%可信区间[CI]1.723-5.138,p<0.001)是PFS的独立预后危险因素(图17)。In addition, the inventor further studied whether the ICBcircSig score can be used as an independent prognostic factor through multi-factor Cox regression analysis to correct the influence of other traditional clinical factors. Including age, gender, ICB treatment method, CD274 (PD-L1) and PDCD1. After correcting for confounding factors, ICBcircSig score (hazard ratio [HR]=2.975, 95% confidence interval [CI] 1.723-5.138, p<0.001) is an independent prognostic risk factor for PFS (Figure 17).
(2)独立患者队列2中ICBcircSig评分表现评估:(2) Evaluation of ICBcircSig score performance in independent patient cohort 2:
独立患者队列2中发明人进一步评估了ICBcircSig评分的表现,发现circ-TMTC3和circ-FAM117B与较差PFS相关,并且在队列2中倾向于富集在ICB治疗有PD反应的患者中(图18-21)。The inventors further evaluated the performance of ICBcircSig score in independent patient cohort 2 and found that circ-TMTC3 and circ-FAM117B were associated with poor PFS and tended to be enriched in patients with PD response to ICB treatment in cohort 2 (Figure 18 -twenty one).
进一步计算每个样本ICBcircSig得分,表明高ICBcircSig分数患者相比ICBcircSig得分有较低FPS(图22),对于12个月和24个月PFS作为标准,ICBcircSig评分随时间变化的ROC曲线的曲线下面积(AUC)分别为0.69和0.65(图23)。CR/PR患者的ICBcircSig评分明显低于PD或SD患者(CR/PR vs PD/SD,p=0.0015;图24),这与在队列1中的观察结果一致。进一步通过多变量Cox分析,表明ICBcircSig评分(HR=1.32,95%CI 1.0721-1.630,p=0.009)是一个独立的预后因素(图25)。Further calculation of ICBcircSig score for each sample showed that patients with high ICBcircSig score had lower FPS compared with ICBcircSig score (Figure 22). For 12-month and 24-month PFS as the standard, the area under the curve of the ROC curve of ICBcircSig score over time. (AUC) were 0.69 and 0.65 respectively (Figure 23). CR/PR patients had significantly lower ICBcircSig scores than PD or SD patients (CR/PR vs PD/SD, p=0.0015; Figure 24), which is consistent with observations in Cohort 1. Further multivariate Cox analysis showed that ICBcircSig score (HR=1.32, 95% CI 1.0721-1.630, p=0.009) is an independent prognostic factor (Figure 25).
实施例5、验证circRNA模型预测免疫治疗效果Example 5. Verification of circRNA model to predict immunotherapy effect
(1)核糖核酸酶处理后环状RNA的PCR扩增(1) PCR amplification of circular RNA after ribonuclease treatment
从接受ICB治疗的患者的肿瘤样本中分离RNA,使用特异性引物对线性circ-TMTC3RNA isolation from tumor samples of patients treated with ICB using specific primer pair for linear circ-TMTC3
[F5'-AATACTTCTTACAGGCTACCCATGT-3'和R5'-AACCACAAAAGAGGCTGTTCC-3']和circ-FAM117B[F5'-CTTTGCCCAAATATGCAACC-3'和R5'-CTTTGGAACAGGAGCGAGCA-3']进行PCR扩增。[F5′-AATACTTCTTACAGGCTACCCATGT-3′ and R5′-AACCACAAAAGAGGCTGTTCC-3′] and circ-FAM117B [F5′-CTTTGCCCAAATATGCAACC-3′ and R5′-CTTTGGAACAGGAGCGAGCA-3′] were PCR amplified.
SEQ ID NO:3
SEQ ID NO:3
SEQ ID NO:4
SEQ ID NO:4
SEQ ID NO:5
SEQ ID NO:5
SEQ ID NO:6
SEQ ID NO:6
2微克RNAs与核糖核酸酶(RNase R,VWR)在37℃孵育30min,降解线性RNAs。RNA在70℃孵育10min,使RNase R失活,然后进行逆转录RT-PCR检测。RNA生成cDNA,用于PCR反应。以无逆转录酶(No RT)为阴性对照,以circ-TMTC3和circ-FAM117B为阳性对照,分别对circ-TMTC3和circ-FAM117B的出现进行定位。用RNase R处理后进行Sanger测序。其中,引物为5'-AATACTTCTTACAGGCTACCCATGT-3'(circ-TMTC3),和5'-CTTTGCCCAAATATGCAACC-3'(circ-FAM117B)。2 micrograms of RNAs were incubated with ribonuclease (RNase R, VWR) at 37°C for 30 minutes to degrade linear RNAs. The RNA was incubated at 70°C for 10 minutes to inactivate RNase R, and then reverse transcription RT-PCR was performed. RNA is generated into cDNA for use in PCR reactions. No reverse transcriptase (No RT) was used as a negative control, and circ-TMTC3 and circ-FAM117B were used as positive controls to localize the occurrence of circ-TMTC3 and circ-FAM117B respectively. Sanger sequencing was performed after treatment with RNase R. Among them, the primers are 5'-AATACTTCTTACAGGCTACCCATGT-3'(circ-TMTC3), and 5'-CTTTGCCCAAATATGCAACC-3'(circ-FAM117B).
发明人进一步收集了11例和4例对抗pd1治疗有或没有反应的患者的治疗前肿瘤样本。用qRT-PCR检测这些样本中circ-TMTC3和circ-FAM117B的表达水平。结果见图A,C,结果显示两种circRNA在无应答者中显著高于应答者(图26和28)。The inventors further collected pre-treatment tumor samples from 11 patients and 4 patients who did or did not respond to anti-PD1 treatment. qRT-PCR was used to detect the expression levels of circ-TMTC3 and circ-FAM117B in these samples. The results are shown in Figures A and C. The results showed that the two circRNAs were significantly higher in non-responders than in responders (Figures 26 and 28).
Sanger测序进一步证实,PCR产物跨越了circ-TMTC3和circ-FAM117B的环状连接位点(红色虚线表示圆形的交叉点)(图27和29)。Sanger sequencing further confirmed that the PCR product spanned the circular connection site of circ-TMTC3 and circ-FAM117B (the red dotted line indicates the intersection of the circles) (Figures 27 and 29).
本领域的普通技术人员可以理解,上述各实施方式是实现本发明的具体实施例,而在实际应用中,可以在形式上和细节上对其作各种改变,而不偏离本发明的精神和范围。 Those of ordinary skill in the art can understand that the above-mentioned embodiments are specific examples for realizing the present invention, and in practical applications, various changes can be made in form and details without departing from the spirit and spirit of the present invention. scope.

Claims (10)

  1. 一种用于评估肿瘤IBC疗法的疗效的生物标志物,其特征在于,所述生物标志物包括circ-TMTC3和/或circ-FAM117B。A biomarker used to evaluate the efficacy of tumor IBC therapy, characterized in that the biomarker includes circ-TMTC3 and/or circ-FAM117B.
  2. 根据权利要求1所述的生物标志物,其特征在于,所述生物标志物包括circ-TMTC3和circ-FAM117B;其中,所述circ-TMTC3的核酸序列中至少部分与SEQ ID NO:1相同;所述circ-FAM117B的核酸序列中至少部分与SEQ ID NO:2相同。The biomarker according to claim 1, wherein the biomarker includes circ-TMTC3 and circ-FAM117B; wherein at least part of the nucleic acid sequence of circ-TMTC3 is the same as SEQ ID NO: 1; At least part of the nucleic acid sequence of circ-FAM117B is identical to SEQ ID NO:2.
  3. 根据权利要求1所述的生物标志物,其特征在于,所述肿瘤为黑色素瘤。The biomarker according to claim 1, wherein the tumor is melanoma.
  4. 一种用于评估肿瘤IBC疗法的疗效的试剂盒,其特征在于,所述试剂盒包括:A kit for evaluating the efficacy of tumor IBC therapy, characterized in that the kit includes:
    引物对组和探针,所述引物对组包括第一引物对和第二引物对;A primer pair set and a probe, the primer pair set includes a first primer pair and a second primer pair;
    第一引物对,所述第一引物对包括如SEQ ID NO:3所示序列的正向引物,和如SEQ ID NO:4所示序列的反向引物;A first primer pair, the first primer pair includes a forward primer with a sequence shown in SEQ ID NO:3, and a reverse primer with a sequence shown in SEQ ID NO:4;
    第二引物对,所述第二引物对包括如SEQ ID NO:5所示序列的正向引物,和如SEQ ID NO:6所示序列的反向引物。A second primer pair, the second primer pair includes a forward primer of the sequence shown in SEQ ID NO:5, and a reverse primer of the sequence shown in SEQ ID NO:6.
  5. circ-TMTC3和/或circ-FAM117B检测试剂的用途,用于制备评估肿瘤IBC疗法的疗效的试剂盒。Use of circ-TMTC3 and/or circ-FAM117B detection reagents for preparing kits for evaluating the efficacy of tumor IBC therapy.
  6. 一种用于评估肿瘤IBC疗法的疗效的系统,其特征在于,所述系统包括:A system for evaluating the efficacy of tumor IBC therapy, characterized in that the system includes:
    生物标志物检测单元,所述生物标志物检测单元被设置用于测定患者肿瘤组织中生物标志物的表达水平;和a biomarker detection unit configured to determine the expression level of the biomarker in the patient's tumor tissue; and
    数据处理单元,所述数据处理单元被设置用于比较所述患者肿瘤组织中生物标志物的表达水平和阈值,来评估肿瘤IBC疗法对所述患者的疗效;a data processing unit configured to compare the expression levels and thresholds of biomarkers in the patient's tumor tissue to evaluate the efficacy of tumor IBC therapy on the patient;
    其中,所述生物标志物包括:circ-TMTC3和/或circ-FAM117B。Wherein, the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
  7. 根据权利要求6所述的系统,其特征在于,所述生物标志物包括circ-TMTC3或circ-FAM117B。The system according to claim 6, wherein the biomarker includes circ-TMTC3 or circ-FAM117B.
  8. 根据权利要求7所述的系统,其特征在于,所述生物标志物检测单 元被设置用于测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;和The system according to claim 7, wherein the biomarker detection unit The element was set up to determine the expression level of circ-TMTC3 E1 and the expression level of circ-FAM117B E2 in the patient's tumor tissue; and
    所述数据处理单元被设置用于比较E1和阈值E1’,以及比较E2和阈值E2’的值,来判定所述肿瘤IBC疗法对所述患者的疗效;The data processing unit is configured to compare E1 with the threshold value E1', and compare the values of E2 with the threshold value E2', to determine the efficacy of the tumor IBC therapy on the patient;
    当E1小于E1’,且E2小于E2’时,判定所述肿瘤IBC疗法对所述患者敏感(有效),否则判定所述肿瘤IBC疗法对所述患者耐受(无效)。When E1 is less than E1', and E2 is less than E2', it is determined that the tumor IBC therapy is sensitive (effective) to the patient, otherwise it is determined that the tumor IBC therapy is resistant (ineffective) to the patient.
  9. 根据权利要求7所述的系统,其特征在于,所述生物标志物检测单元被设置用于测定患者肿瘤组织中circ-TMTC3的表达水平E1和circ-FAM117B的表达水平E2;The system according to claim 7, wherein the biomarker detection unit is configured to measure the expression level E1 of circ-TMTC3 and the expression level E2 of circ-FAM117B in the patient's tumor tissue;
    所述数据处理单元被设置用于:The data processing unit is configured for:
    根据E1和E2计算ICBcirSig评分值R,Calculate the ICBcirSig score R according to E1 and E2,
    根据阈值E1’和阈值E2’计算ICBcirSig评分值R’;Calculate the ICBcirSig score value R’ according to the threshold E1’ and the threshold E2’;
    通过比较R和R’的大小评估评估肿瘤IBC疗法对所述患者的疗效;Evaluate the efficacy of tumor IBC therapy in the patient by comparing the magnitudes of R and R';
    其中,所述ICBcirSig评分通过circ-TMTC3和circ-FAM117B进行多变量Cox回归系数加权获得。Among them, the ICBcirSig score is obtained by weighting multivariate Cox regression coefficients of circ-TMTC3 and circ-FAM117B.
  10. 一种用于评估肿瘤IBC疗法的疗效的方法,其特征在于,所述方法包括步骤:A method for evaluating the efficacy of tumor IBC therapy, characterized in that the method includes the steps:
    测定患者肿瘤组织中生物标志物的表达水平;Determine the expression levels of biomarkers in patient tumor tissues;
    通过比较所述患者肿瘤组织中生物标志物的表达水平和阈值评估肿瘤IBC疗法对所述患者的疗效;Evaluate the efficacy of tumor IBC therapy on the patient by comparing the expression levels and thresholds of biomarkers in the patient's tumor tissue;
    其中,所述生物标志物包括:circ-TMTC3和/或circ-FAM117B。 Wherein, the biomarkers include: circ-TMTC3 and/or circ-FAM117B.
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SU HUA, WANG GUOWEN, WU LINGFANG, MA XIUQING, YING KEJING, ZHANG RUIFENG: "Transcriptome-wide map of m6A circRNAs identified in a rat model of hypoxia mediated pulmonary hypertension", BMC GENOMICS, vol. 21, no. 1, 13 January 2020 (2020-01-13), pages 39, XP093097380, DOI: 10.1186/s12864-020-6462-y *

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