WO2020011195A1 - 用于检测肺肿瘤良恶性程度的分级模型及其应用 - Google Patents
用于检测肺肿瘤良恶性程度的分级模型及其应用 Download PDFInfo
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Definitions
- the present disclosure relates to the field of biotechnology, such as the field of genetic diagnosis, such as a hierarchical model and its applications, such as a hierarchical model for detecting the benign and malignant degree of lung tumors, and their applications, such as a set of imprinted genes that detect benign and malignant lung tumors Hierarchical model of degree and its constituent devices.
- Lung cancer is the malignant tumor with the highest morbidity and mortality in the world. According to World Health Organization (WHO) statistics, in 2012 there were 1.82 million new cases worldwide, 1.59 million deaths, 733,000 new diagnoses in China, and 601,000 deaths (World Cancer Report 2014), which accounted for male morbidity and mortality. The first place is the second place in female morbidity and the first place in mortality.
- the survival rate of patients with lung cancer is closely related to the degree of cancer progression.
- the 5-year survival rate of patients with stage I lung cancer can reach 70-90%, while the 5-year survival rate of patients with stage IV lung cancer does not exceed 10%.
- Early treatment is the key to saving the lives of patients with lung cancer.
- Cancer is caused by uncontrolled cell growth / division resulting from epigenetic changes and genetic mutations that accumulate over time.
- Traditional pathological diagnosis is based on cell, tissue size, morphological, and structural variations to make benign and malignant judgments of lung tumors.
- molecular detection techniques are applied to the detection of lung cancer. From the analysis of the development of cancer, the changes at the molecular level (epigenetics and genetics) predate the changes in cell morphology and tissue structure. So molecular biology tests are more sensitive to early detection of cancer.
- the current diagnosis of lung cancer requires a new detection system and detection model. Based on patient biopsy samples, analysis of molecular marker changes at the cellular level of lung cancer is provided to provide more accurate pre-diagnosis and diagnostic information.
- the present disclosure provides an imprinted gene grading model and diagnostic method, and applications thereof.
- the present disclosure provides an imprinted gene grading model for lung tumors.
- the model calculates imprinted genes by calculating changes in imprinted gene deletion expression, imprinted gene copy number abnormal expression, and total expression of imprinted genes in lung tumors. Classification of expression status;
- the imprint gene is any one or a combination of at least two of Z1, Z11 or Z16, the imprint gene Z1 is Gnas, the imprint gene Z11 is Grb10, and the imprint gene Z16 is Snrpn / Snurf.
- the absence of the imprint (trace) means that the allele that was originally silent in the imprint (trace) gene is activated (demethylated), which is the most common and earliest epigenetic change in cancer, and This feature can be used as a pathological marker. Comparatively speaking, in the detection of healthy cells, the proportion of deletion of imprinting is very low.
- the imprinted gene and imprinted gene have the same concept, which means the same meaning, and can be replaced.
- the inventors have found that by calculating the expression levels of the imprinted genes in any of Z1, Z11, and Z16 in lung tumors, the abnormal expression of imprinted gene copy numbers, and the total expression of imprinted genes, the diagnostic sensitivity to lung tumors can be reached. 73.7% or more.
- any one of the imprinted genes in Z1, Z11, and Z16 can be detected.
- any one of the imprinted genes in Z1 or Z16 can be detected.
- Z1 can be detected if only one imprinted gene is detected in the preliminary detection.
- the inventors found that if a single Z1 imprinted gene is detected alone, the diagnostic sensitivity to lung tumors can reach 86.0%, and if a single Z11 imprinted gene is detected alone, the diagnostic sensitivity to lung tumors can reach 73.7% By detecting a Z16 imprinted gene alone, the diagnostic sensitivity to lung tumors can reach 78.9%.
- the method for calculating the imprint gene by the model is: if a combination of two imprint genes of the imprint gene is detected, the combination may be any two of Z1, Z11, and Z16, preferably Z1 and Z16 The combination of Z1 and Z11.
- the inventors have found that by calculating the expression levels of two or more imprinted gene deletion expressions, imprinted gene copy number abnormal expressions, and total imprinted expression levels, the sensitivity can be further improved, and the combination of Z1 and Z16 can be detected.
- the diagnostic sensitivity to lung cancer can reach 93.0%, and the combination of the two imprinted genes that detect the imprinted genes Z11 and Z16 can reach more than 91.2%.
- the imprint gene further includes any one or a combination of at least two of Z3, Z4, Z5, Z6, Z8, Z10, or Z13; wherein the imprint gene Z3 is Peg10, and the imprint Gene Z4 is Igf2r, the imprinted gene Z5 is Mest, the imprinted gene Z6 is Plagl1, the imprinted gene Z8 is Dcn, the imprinted gene Z10 is Gatm, and the imprinted gene Z13 is Sgce.
- the method for calculating the imprint gene by the model is: calculating a combination of imprint genes, and the imprint genes are a combination of Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13 and Z16 genes. .
- the deletion of the imprinted gene is the presence of two red / brown markers in the nucleus of the cell after hematoxylin staining
- the abnormal copy number of the imprinted gene is the presence of more than two red / brown markers in the nucleus of the cell after hematoxylin staining.
- the abnormal copy number is due to the abnormal gene replication of cancer cells, which results in the expression of this gene as a triploid or even higher polyploid.
- the formula for calculating the total expression level of the imprinted gene, the expression level of the imprinted gene deletion, and the abnormal expression level of the imprinted gene copy number is as follows:
- a means that there is no marker in the nucleus of the cell after hematoxylin staining, and that the imprinted gene is not expressed; and b means that there is a red / brown marker in the nucleus of the cell after hematoxylin staining, and the imprinted gene exists.
- the nucleus; c is the hematoxylin staining of the cell, there are two red / brown marks in the nucleus of the cell, and the nucleus of the gene deletion is imprinted;
- d is the hematoxylin staining of the cell, there are more than two red / brown marks in the nuclei of the cell , Imprinted nuclei with abnormal gene copy number.
- the marker after hematoxylin staining is selected from, but not limited to, red or brown. Marking with other colors can also be used for imprinting gene deletion expression amount, imprinting gene copy number abnormal expression amount, and imprinting gene total expression. Calculation of the amount.
- the probe is amplified by in situ hybridization and Hemotoxy (hematoxylin) nuclear staining to amplify the signal.
- Hemotoxy hematoxylin
- the degree of benign and malignant tumors in this sample is determined by calculating the expression of the imprinted gene, the abnormal expression of the imprinted copy number, and the total expression of the imprinted gene. Because the section is only 10 ⁇ m, the nucleus seen under the microscope is about 20% are incomplete nuclei, which means there is a possibility of partial false negatives.
- the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount, and imprinted gene total expression amount are divided into five different grades, and each probe is used to express at least 1200 in the most positive expression region of the sample. The number of cells was counted, and the imprinted gene deletion expression amount, imprinted copy number abnormal expression amount score, and total imprinted gene expression of ten imprinted genes for Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 were total. The quantity is divided into five different levels.
- the five different levels of the imprinted gene deletion expression, imprinted gene copy number abnormal expression, and total expression for Z1, Z3, Z11, and Z16 are:
- the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression is less than 10%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is less than 1% or the imprinted
- the total expression of genes Z1, Z3, Z11 and Z16 is less than any one or at least two of 20%;
- the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression amount is 10-20%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is 1-3% Or the total expression of the imprinted genes Z1, Z3, Z11 and Z16 is any one or at least two of 20-30%;
- the imprinted gene Z1, Z3, Z11, and Z16 imprinted gene deletion expression amount is 20-25%
- the imprinted gene Z1, Z3, Z11, and Z16 imprinted gene copy number abnormal expression amount is 3-5%
- the total expression of the imprinted genes Z1, Z3, Z11 and Z16 is any one or at least two of 30-40%;
- the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression level is 25-30%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is 5-7% Or the total expression of the imprinted genes Z1, Z3, Z11 and Z16 is any one or at least two of 40-50%;
- Class IV The imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression level is greater than 30%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is greater than 7% or the imprinted gene
- the total expression of genes Z1, Z3, Z11 and Z16 is greater than any one or at least two of them;
- the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount and total expression amount of the imprinted genes Z1, Z3, Z11 and Z16 are independent of each other.
- the five different levels of the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount, and total expression amount for Z4, Z5, Z6, Z10, and Z13 are:
- the imprinted genes of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are expressed less than 10%, and the imprinted genes of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are expressed less than 1%. Or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is less than any one or at least two of them;
- Class I The expression levels of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are 10-15%, and the expression levels of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are abnormal. 1-2% or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is any one or at least two of 15-20%;
- the imprinted gene Z4, Z5, Z6, Z10, and Z13 have an expression of 15-20% of the imprinted genes, and the imprinted gene Z4, Z5, Z6, Z10, and Z13 have an abnormal expression of the imprinted gene copy number of 2-4% or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is any one or at least two of 20-30%;
- the imprinted gene Z4, Z5, Z6, Z10, and Z13 imprinted gene expression levels are 20-25%, the imprinted gene Z4, Z5, Z6, Z10, and Z13 imprinted gene copy number abnormal expression levels are 4-6% or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is any one or at least two of 30-40%;
- the imprinted gene Z4, Z5, Z6, Z10, and Z13 has an imprinted gene deletion expression level greater than 25%, and the imprinted gene Z4, Z5, Z6, Z10, and Z13 imprinted gene copy number abnormal expression levels are greater than 6%. Or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is greater than any one or at least two of 40%;
- the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount and total expression amount of the imprinted genes Z4, Z5, Z6, Z10 and Z13 are independent of each other.
- the five different levels of Z8 imprinted gene deletion expression, imprinted gene copy number abnormal expression amount, and total expression amount division are:
- any of the imprinted gene deletion expression level of the imprinted gene Z8 is less than 20%, the imprinted gene copy number abnormal expression amount of the imprinted gene Z8 is less than 2%, or the total expression amount of the imprinted gene Z8 is less than 15% One or at least two;
- the imprinted gene deletion expression level of the imprinted gene Z8 is 20-25%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is 2-4%, or the total expression level of the imprinted gene Z8 is 15 Any one or at least two of -20%;
- the imprinted gene deletion expression level of the imprinted gene Z8 is 25-30%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is 4-7%, or the total expression level of the imprinted gene Z8 is 20 Any one or at least two of -30%;
- the imprinted gene deletion expression level of the imprinted gene Z8 is 30-35%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is 7-10%, or the total expression level of the imprinted gene Z8 is 30 Any one or at least two of -40%;
- Level IV any of the imprinted gene deletion expression level of the imprinted gene Z8 is greater than 35%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is greater than 10%, or the total expression level of the imprinted gene Z8 is greater than 40% One or at least two.
- the present disclosure provides a device for detecting the benign and malignant degree of lung tumors, which adopts the above model and includes the following units:
- sampling unit obtain the sample to be tested
- Probe design unit design specific primers based on the imprinted gene sequence
- Detection unit performing in situ hybridization of the probe of step (2) and the sample to be tested;
- the analysis unit calculates the imprinted gene deletion expression amount, the imprinted gene copy number abnormal expression amount, and the imprinted gene total expression amount, and then uses the model described in the first aspect to determine the imprinted gene deletion expression amount and imprinted gene copy number abnormality.
- the level of expression and the total expression of imprinted genes to determine the benign and malignant degree of lung tumors.
- the deletion of the imprinted gene refers to the presence of two red / brown labeled nuclei in the nucleus of the cell after hematoxylin staining, and the abnormal copy number of the imprinted gene indicates the presence of more than two red / brown labeled nuclei in the nucleus of the cell after hematoxylin staining.
- the abnormal copy number is due to abnormal gene replication by cancer cells, which results in the expression of this gene as a triploid or even higher polyploid.
- the markers after hematoxylin staining are selected from, but not limited to, red or brown, and staining markers with other colors can also be used to calculate the total expression level of the imprinted gene, the expression level of the imprinted gene deletion, and the abnormal expression amount of the imprinted gene copy number.
- the detection device is used for early and intuitive observation of changes in the imprinted (trace) genes of lung tumors at the level of cells and tissues to judge the benign and malignant levels of lung tumors, and to provide the most favorable treatment opportunities for patients with early lung tumors.
- the present disclosure provides a method for detecting the benign and malignant degree of a lung tumor, using the model or the device, including the following steps:
- the analysis unit calculates the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount, and total expression amount through the model, so as to determine the level of the imprinted gene deletion expression amount and imprinted gene copy number abnormal expression amount through the model. Diagnosis of benign and malignant lung tumors.
- the test sample described in step (1) is from human tissue and / or cells.
- the sample to be tested is feasible as long as the RNA is processed in a timely manner. Those skilled in the art can select according to the needs, which is not particularly limited here.
- the sample to be tested includes paraffin sections of tissues and lung puncture samples. Any one or a combination of at least one of a bronchoscopic biopsy sample, a lung lavage fluid smear, or a sputum cell smear.
- the specific operation steps of the paraffin section of the tissue are to obtain a human tumor tissue sample, which is fixed in 10% neutral formalin in time, embedded in paraffin, cut into 10 ⁇ m thick, and a tissue piece is made from a positively charged glass slide; because Only 10 ⁇ m thick, so part of the nucleus seen under the microscope, so some false negative gene deletions will occur.
- the specific operation steps of the lung puncture sample are to obtain human cells through puncture, and it can be fixed with 10% neutral formalin in time.
- the specific operation steps of the bronchoscopic biopsy sample are to obtain suspicious tissue cells under the bronchoscope, and fix them with 10% neutral formalin in time.
- the bronchoscopy biopsy is less harmful to the patient and the sampling process is simple, compared with the circulation characteristics of the blood, the bronchoscopy biopsy can also be positioned.
- the bronchoscopy biopsy has its special advantages as an experimental sample.
- the sputum cell smear is harmless to the patient, the sampling process is simple, and it has its special advantages as an experimental sample.
- the test sample is any one or a combination of at least two of a lung puncture sample, a bronchoscopy biopsy sample, a lung washing fluid smear, or a sputum cell smear.
- the imprint genes are Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16
- the imprint gene Z1 is Gnas
- the imprint gene Z3 is Peg10
- the imprint gene Z4 is Igf2r
- the imprint gene Z5 is Mest
- the imprint gene Z6 is Plagl1
- the imprint gene Z8 is Dcn
- the imprint gene Z10 is Gatm
- the imprint gene Z11 is Grb10
- the imprint gene Z13 is Sgce
- the imprinted gene Z16 is Snrpn / Snurf.
- the imprinted genes Z1 (Gnas), Z3 (Peg10), Z4 (Igf2r), Z5 (Mest), Z6 (Plagl1), Z8 (Dcn), Z10 (Gatm), Z11 (Grb10), Z13 (Sgce), Z16 (Snrpn / Snurf) is expressed to varying degrees in normal tumor cell tissues. When malignant lesions occur, the expression level and imprinting status will change significantly.
- the design probe is based on the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13 and Z16, that is, Gnas, Peg10, Igf2r, Mest, Plagl1, Dcn, Gatm, Grb10, Sgce, and Snrpn / Designed by Snurf, a specific sequence was selected as a probe in the inner rotor of each gene, and the specific probe was designed by Advanced Cell Diagnostics.
- the in situ hybridization uses an RNAscope in situ hybridization method.
- the RNAscope in situ hybridization method uses a single-channel or multi-channel color rendering kit or a single-channel or multi-channel fluorescence kit, preferably a single-channel red / brown coloring kit or a multi-channel Fluorescent kit.
- the multi-channel color rendering kit or multi-channel fluorescence kit includes two-channel or more than two-channel color rendering kits or fluorescent kits.
- the two-channel color rendering kit or multi-channel fluorescence kit can use two Imprinted gene probes or the combined expression of imprinted genes and other genes or even the combined expression of multiple imprinted and non-imprinted genes.
- the formula for calculating the total expression level of the imprinted gene, the expression level of the imprinted gene deletion, and the abnormal expression amount of the imprinted gene number in the model is as follows:
- a means that there is no marker in the nucleus of the cell after hematoxylin staining, and that the imprinted gene is not expressed; and b means that there is a red / brown marker in the nucleus of the cell after hematoxylin staining, and the imprinted gene exists.
- the nucleus; c is the hematoxylin staining of the cell, there are two red / brown marks in the nucleus of the cell, and the nucleus of the gene deletion is imprinted;
- d is the hematoxylin staining of the cell, there are more than two red / brown marks in the nucleus of the cell , Imprinted nuclei with abnormal gene copy number.
- the marker after hematoxylin staining is selected from, but not limited to, red or brown. Staining markers with other colors can also be used to calculate the total expression level of the imprinted gene, the expression level of the imprinted gene deletion, and the abnormal expression amount of the imprinted gene copy number.
- the probe was amplified by in situ hybridization, and the signal was amplified by Hemotoxy (hematoxylin) cell nuclear staining. Under a 40 ⁇ or 60 ⁇ microscope, the presence of imprinted genes, deletion of imprinted genes, or abnormal copy number in each nucleus was determined. The total gene expression level, the expression level of the imprinted gene, and the expression level of the imprinted gene copy number were abnormal to determine the benign and malignant degree of the tumor in the sample. Because the section is only 10 microns, about 20% of the nuclei seen under the microscope are incomplete nuclei, which means that there is a possibility of some false negatives.
- the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount and total expression amount are divided into five different grades, and the five different grades are the most positive expressions of each probe in the sample. Area counts at least 1200 cells, and the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount, and ten imprinted genes for Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16, and The total expression levels of imprinted genes were divided separately.
- the five different levels of the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount, and total expression amount for Z1, Z3, Z11, and Z16 are:
- the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression is less than 10%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is less than 1% or the imprinted
- the total expression of genes Z1, Z3, Z11 and Z16 is less than any one of the genes or a combination of at least two of them;
- the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression amount is 10-20%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is 1-3% Or the total expression of the imprinted genes Z1, Z3, Z11 and Z16 is any one or a combination of at least two of 20-30%;
- the imprinted gene Z1, Z3, Z11, and Z16 imprinted gene deletion expression amount is 20-25%
- the imprinted gene Z1, Z3, Z11, and Z16 imprinted gene copy number abnormal expression amount is 3-5%
- the total expression of the imprinted genes Z1, Z3, Z11 and Z16 is any one or a combination of at least two of 30-40%;
- the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression level is 25-30%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is 5-7% Or the total expression of the imprinted genes Z1, Z3, Z11 and Z16 is any one or a combination of at least two of 40-50%;
- Class IV The imprinted gene Z1, Z3, Z11 and Z16 imprinted gene deletion expression level is greater than 30%, the imprinted gene Z1, Z3, Z11 and Z16 imprinted gene copy number abnormal expression amount is greater than 7% or the imprinted gene
- the total expression of genes Z1, Z3, Z11, and Z16 is greater than any one of 50% or a combination of at least two of them;
- the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount and total expression amount of the imprinted genes Z1, Z3, Z11 and Z16 are independent of each other.
- the five different levels of the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount, and total expression amount for Z4, Z5, Z6, Z10, and Z13 are:
- the imprinted genes of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are expressed less than 10%, and the imprinted genes of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are expressed less than 1%. Or the total expression of the imprinted genes Z4, Z5, Z6, Z10, and Z13 is less than any one or a combination of at least two of them;
- Class I The expression levels of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are 10-15%, and the expression levels of the imprinted genes Z4, Z5, Z6, Z10, and Z13 are abnormal. 1-2% or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is any one or a combination of at least two of 15-20%;
- the imprinted gene Z4, Z5, Z6, Z10, and Z13 have an expression of 15-20% of the imprinted genes, and the imprinted gene Z4, Z5, Z6, Z10, and Z13 have an abnormal expression of the imprinted gene copy number of 2-4% or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is any one or a combination of at least two of 20-30%;
- the imprinted gene Z4, Z5, Z6, Z10, and Z13 imprinted gene expression levels are 20-25%, the imprinted gene Z4, Z5, Z6, Z10, and Z13 imprinted gene copy number abnormal expression levels are 4-6% or the total expression of the imprinted genes Z4, Z5, Z6, Z10 and Z13 is any one or a combination of at least two of 30-40%;
- the imprinted gene Z4, Z5, Z6, Z10, and Z13 has an imprinted gene deletion expression level greater than 25%, and the imprinted gene Z4, Z5, Z6, Z10, and Z13 imprinted gene copy number abnormal expression levels are greater than 6%. Or the total expression of the imprinted genes Z4, Z5, Z6, Z10, and Z13 is greater than any one or a combination of at least two of them;
- the imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount and total expression amount of the imprinted genes Z4, Z5, Z6, Z10 and Z13 are independent of each other.
- the five different levels of Z8 imprinted gene deletion expression amount, imprinted gene copy number abnormal expression amount, and total expression amount division are:
- any of the imprinted gene deletion expression level of the imprinted gene Z8 is less than 20%, the imprinted gene copy number abnormal expression amount of the imprinted gene Z8 is less than 2%, or the total expression amount of the imprinted gene Z8 is less than 15% One or a combination of at least two;
- the imprinted gene deletion expression level of the imprinted gene Z8 is 20-25%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is 2-4%, or the total expression level of the imprinted gene Z8 is 15 Any one of -20% or a combination of at least two of them;
- the imprinted gene deletion expression level of the imprinted gene Z8 is 25-30%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is 4-7%, or the total expression level of the imprinted gene Z8 is 20 Any one or a combination of at least two of -30%;
- the imprinted gene deletion expression level of the imprinted gene Z8 is 30-35%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is 7-10%, or the total expression level of the imprinted gene Z8 is 30 Any one or a combination of at least two of -40%;
- Level IV any of the imprinted gene deletion expression level of the imprinted gene Z8 is greater than 35%, the imprinted gene copy number abnormal expression level of the imprinted gene Z8 is greater than 10%, or the total expression level of the imprinted gene Z8 is greater than 40% One or a combination of at least two.
- the judging degree of benign and malignant lung tumors is divided into benign tumors, lung cancer potential, early lung cancer, intermediate lung cancer, and advanced lung cancer;
- the result of judging the benign and malignant degree of lung tumor is the imprinted gene deletion expression amount and imprinted gene copy of the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16.
- the number of abnormal expression levels is less than level I or the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 do not exceed one imprinted gene.
- Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 do not exceed the imprinted gene copy number of the imprinted gene with an abnormal expression level of level I, which is a benign tumor;
- the result of judging the benign and malignant degree of the lung tumor is that the expression level of the imprinted gene deletion of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is level I, Imprinted gene Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have at least two imprinted gene copy number abnormal expression levels of class I or imprinted genes Z1, Z3, Z4, Z5, Z6 , Z8, Z10, Z11, Z13, and Z16 are not more than one of the imprinted genes, the expression level of the imprinted gene deletion is level II and the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16
- the abnormal expression level of the copy number of the imprinted gene of no more than 1 imprinted gene is any of the level II, and it is judged that the potential of lung cancer;
- the result of judging the benign and malignant degree of the lung tumor is that the imprinted gene deletion expression level of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is grade II,
- the imprinted gene copy number of at least two imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is the abnormal expression level of class II or imprinted genes Z1, Z3, Z4, Z5, Z6 , Z8, Z10, Z11, Z13, and Z16 are not more than one of the imprinted genes, and the expression level of imprinted genes is class III and the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16
- the abnormal expression level of the copy number of the imprinted gene of no more than 1 imprinted gene is any of the III cases, which is early lung cancer;
- the result of judging the benign and malignant degree of the lung tumor is that the imprinted gene deletion expression level of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is grade III, Imprinted gene Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have at least two imprinted gene copy number abnormal expression levels of class III or imprinted genes Z1, Z3, Z4, Z5, Z6 , Z8, Z10, Z11, Z13, and Z16 are not more than one of the imprinted genes, the expression level of the imprinted gene is level IV and the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16
- the abnormal expression level of the copy number of the imprinted gene that does not exceed 1 imprinted gene is any of the grade IV, and it is intermediate-stage lung cancer;
- the result of judging the benign and malignant degree of lung tumor is that the expression level of the imprinted gene deletion of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is grade IV or imprinted.
- the abnormal expression level of the copy number of the imprinted gene of at least two imprinted genes among the genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13 and Z16 is grade IV, which is advanced lung cancer.
- the present disclosure provides a model or a device for lung tumor detection.
- the present disclosure provides a use of the model or the device for preparing a medicine or a device for treating lung cancer.
- the benign and malignant degree of lung tumors are divided into benign tumors, lung cancer potential, early lung cancer, intermediate lung cancer, and advanced lung cancer;
- the results of benign and malignant lung tumors were that the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 had less than the expression level of imprinted genes and the abnormal expression of imprinted gene copy numbers were less than grade I or imprinted.
- the expression level of the imprinted gene deletion is not more than one and the imprinted genes Z1, Z3, Z4, Z5, Z6, In Z8, Z10, Z11, Z13, and Z16, the abnormal expression level of the copy number of the imprinted gene of no more than one imprinted gene is Grade I, which is a benign tumor;
- At least two of the imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have a level I expression of imprinted genes and the imprinted gene Z1 , Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have at least two imprinted gene copy number abnormal expression levels of class I or imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have no more than one imprinted gene with an expression level of class II and imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 do not exceed 1 If the imprinted gene copy number abnormal expression level of each imprinted gene is in any of grade II, it is judged as lung cancer potential;
- the imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 were expressed at a level of class II, and the imprinted gene Z1 , Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have at least two imprinted gene copy number abnormal expression levels of class II or imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have no more than one imprinted gene with an expression level of imprinted gene class III and imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 do not exceed 1
- the abnormal expression level of the imprinted gene copy number of each imprinted gene is any of grade III, which is early lung cancer;
- the imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 were expressed at a level of III, and the imprinted gene Z1 , Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have at least two imprinted gene copy number abnormal expression levels of class III or imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 not more than 1 imprinted gene has an expression level of imprinted gene deletion level IV and the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 do not exceed 1
- the abnormal expression level of the imprinted gene copy number of each imprinted gene is any one of grade IV, which is metastatic lung cancer;
- At least two of the imprinted genes in the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 were expressed at a level of IV or imprinted genes Z1.
- Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13 and Z16 have at least two imprinted gene imprinted gene copy number abnormal expression levels of grade IV, which is advanced lung cancer.
- FIG. 1 is a pathological section of lung cancer with hematoxylin-stained nuclei of the present disclosure, where a is the hematoxylin-stained cell, there is no marker in the nucleus, and the imprinted gene is not expressed; and b is the nuclei of the cell after hematoxylin-stained There is a red / brown marker in the presence of imprinted genes; c refers to the presence of two red / brown markers in the nucleus of the cell after hematoxylin staining, and d refers to the memory of the nucleus in the cell after hematoxylin staining. Abnormal gene copy number imprinted on more than two red / brown marks;
- Fig. 2 (a) is the expression status of 10 genes in the pathological section of a grade 0 lung tumor
- Fig. 2 (b) is the expression status of 10 genes in the pathological section of a class I lung cancer
- Fig. 2 (c) is a class II lung cancer
- the expression status of 10 genes in the pathological section of Fig. 2 (d) is the expression status of 10 genes in the pathological section of class III lung cancer
- Fig. 2 (e) is the expression status of 10 genes in the pathological section of class IV lung cancer ;
- Figure 3 (a) is the intensity of the imprinted genes Z1, Z11, and Z16 on lung cancer
- Figure 3 (b) is the intensity of the imprinted genes Z1, Z11, and Z16 on lung cancer copy number abnormalities
- Figure 3 (c) is the imprint.
- Figure 3 (d) is the intensity of the imprinting of the genes Z3, Z4, Z5, Z6, Z8, Z10, and Z13 on lung cancer.
- Figure 3 (e) is The imprinted genes Z3, Z4, Z5, Z6, Z8, Z10, and Z13 have abnormal copy number intensity on lung cancer.
- Figure 3 (f) shows the total expression of the imprinted genes Z3, Z4, Z5, Z6, Z8, Z10, and Z13 on lung cancer.
- the intensity of the quantity, where LOI is the expression level of the imprinted gene deletion
- CNV is the expression level of the imprinted gene with an abnormal copy number
- TE is the total expression level of the imprinted gene;
- Figure 4 (a) is the intensity of the imprinted gene Z1 signature deletion, copy number abnormality, and the total expression level.
- Figure 4 (b) is the intensity of the imprinted gene Z11 signature deletion, copy number abnormality, and the total expression level.
- Figure 4 (c) is The imprinting gene Z16 imprint deletion, copy number abnormality, and total expression intensity.
- Figure 4 (d) is the imprinting gene Z3 imprint deletion, copy number abnormality, and total expression intensity.
- Figure 4 (e) is the imprinting gene Z4 imprint deletion, Copy number abnormality and the intensity of total expression
- Figure 4 (f) is the intensity of the imprinted gene Z5 imprint, abnormal copy number and the total expression intensity
- Figure 4 (g) is the imprinted gene Z6 imprint, the copy number is abnormal, and the total expression.
- Figure 4 (h) is the intensity of the imprinted gene Z8 signature deletion, copy number abnormality, and the total expression level
- Figure 4 (i) is the intensity of the imprinted gene Z10 signature deletion, copy number abnormality, and the total expression level
- Figure 4 (j) is the intensity of the imprinted gene Z13 imprint deletion, copy number abnormality, and the total expression level
- LOI is the imprinted gene deletion gene expression level
- CNV is the imprinted gene copy number abnormal gene expression level
- TE is the imprinted gene total expression level.
- Figure 5 (a) shows the distribution range and grading standard of the imprinted gene Z1 in 61 cases of lung cancer pathological sections.
- Figure 5 (b) shows the imprinted gene Z11 in 61 cases of lung cancer pathological sections. Distribution range and grading standard of deletion and copy number abnormalities.
- Figure 5 (c) shows the distribution range and grading standard of imprinted gene Z16 in 61 cases of lung cancer pathological sections.
- Figure 5 (d) shows the imprinting.
- Gene Z3 was applied to 61 cases of lung cancer pathological sections, and the distribution range and grading standard of imprinted deletion and copy number abnormalities were shown in Figure 5 (e).
- Figure 5 (e) shows the distribution of imprinted gene Z4 in 61 cases of lung cancer pathological sections and the distribution of imprinted deletion and copy number abnormalities.
- Figure 5 (f) shows the distribution range and grading criteria of the imprinted gene Z5 in 61 cases of lung cancer pathological sections.
- Figure 5 (g) shows the imprinted gene Z6 in 61 cases of lung cancer.
- Figure 5 (h) shows the distribution range and grading standard of imprint deletion and copy number abnormality in 61 cases of lung cancer pathological section.
- Figure 5 (h) shows the distribution range and grading standard of imprint deletion and copy number abnormality in 61 cases of lung cancer pathological section.
- Figure 5 (i) shows the distribution range and grading standard of the imprinted gene Z10 in 61 cases of lung cancer pathological sections
- Figure 5 (j) shows the imprinted gene Z13 in 61 cases of lung cancer pathological sections.
- the distribution range and grading criteria of imprinted deletions and copy number abnormalities where LOI is the expression level of imprinted gene deletion genes, CNV is the expression level of imprinted gene copy number abnormalities, and TE is the total expression level of imprinted genes.
- Genomic imprinting is a way of gene regulation in epigenetics. It is characterized by methylating alleles from a particular parent so that only one allele is expressed in one gene and the other is in a state of gene silencing. This type of gene is called an imprinted gene. Blot deletion is an epigenetic change in which the demethylation of a blot gene causes the silenced allele to be activated and start gene expression. A large number of studies have shown that this phenomenon (missing imprinting) is common in various types of cancer and occurs earlier than changes in cell and tissue morphology. At the same time, in healthy cells, the proportion of missing blots is extremely low, in sharp contrast to cancer cells. Therefore, the methylation status of imprinted genes can be used as a pathological marker to analyze the abnormal state of cells through specific molecular detection techniques.
- the detection model and device described in the present disclosure express the performance of the lack of imprints on the samples of patients with lung tumors in an intuitive way.
- the imprints can be detected objectively, intuitively, early, and accurately.
- Gene changes, and can provide a quantified model, making a huge contribution to the diagnosis of lung tumors;
- the detection device of the present disclosure can determine the benign and malignant degree of lung tumors through minimally invasive or non-invasive biopsy before surgery for patients with lung tumors, thereby providing a basis for surgery and precise treatment, which is a revolutionary breakthrough in the diagnosis of lung tumors in the field of cell molecules;
- the present disclosure can accurately diagnose the type of lung tumor.
- the combined detection of imprinted genes greatly improves the early and clear diagnosis of lung cancer, especially for early screening and postoperative follow-up of cancer, especially for follow-up follow-up of patients with suspected recurrence. Can gain time and make a significant contribution to saving patients' lives;
- the detection method of the present disclosure is different from the immunohistochemical method, and reduces false positives and other negative effects. Not only that, the targeted drug or technology that causes the gene to be silenced, eliminated, or rearranged through the deletion site of the lung tumor-related imprinted gene. Methods can be used to guide the later treatment and medication.
- the method for detecting an imprinted gene includes the following steps:
- Design probe design specific primers based on the imprinted gene sequence
- the design probe is based on the imprinted genes Z1 (Gnas), Z3 (Peg10), Z4 (Igf2r), Z5 (Mest), Z6 (Plagl1), Z8 (Dcn), Z10 (Gatm), Z11 (Grb10), Z13 (Sgce) and Z16 (Snrpn / Snurf) were designed, and a specific sequence was selected as a probe in the inner rotator of each gene.
- the specific probe was designed by Advanced Cell Diagnostics.
- FIG. 1 a, b, c, and d are shown in FIG. 1, where a is a cell nucleus after hematoxylin staining, and there is no marker in the nucleus, and imprinted genes are not expressed; b is a cell after hematoxylin staining, There is a red / brown mark in the nucleus, and the nucleus of the gene is imprinted; c is the red / brown mark in the nucleus, and the nucleus of the gene is missing, and d is the hematoxylin. After staining, there were more than two red / brown markers in the nucleus, marking the nucleus with abnormal gene copy number.
- the bronchoscopy biopsy sample is obtained by removing suspicious diseased tissue under a bronchoscope, and fixing it in a 10% neutral formalin solution for more than 24 hours.
- the other detection methods are the same as those in Example 1.
- Figs. 4 (a)-4 (j) Specific sensitivities of each imprinted gene to lung cancer are shown in Figs. 4 (a)-4 (j).
- the imprint of the imprinted gene Z1 is missing, the copy number is abnormal, and The increase in expression levels began to appear at the stage of malignant potential, and rose rapidly in early lung cancer, and continued to increase to a high level with the development of lung cancer;
- the imprint of the imprinted gene Z11 and the copy number abnormality began to rise at the stage of malignant potential, with the development of lung cancer Reaching high levels in advanced lung cancer, the increase in the expression level of the imprinted gene Z11 began to appear in early lung cancer, and the development of aged lung cancer reached a higher level in advanced lung cancer; imprinting of the imprinted gene Z16, copy number abnormalities, and expression
- the increase in volume began to rise in the malignant potential stage, reached a high level in the middle stage of lung cancer, and continued to be maintained in advanced lung cancer;
- the copy number abnormality of imprinted gene Z4 began to appear in the stage of malignant potential, in the early to middle stage There is no significant increase in lung cancer, and it continues to increase in advanced lung cancer, but the sensitivity is still not high; the deletion of the imprinted gene Z5 and the increase in expression levels begin to appear in the malignant potential stage, maintain stability in early lung cancer, and reach the stage of intermediate and advanced lung cancer.
- copy number abnormalities of the imprinted gene Z5 begin to appear in the early stage of lung cancer
- the deletion of the imprinted gene Z6 gradually increases in malignant potential and early lung cancer, maintains stability in intermediate-stage lung cancer, and rapidly rises to higher levels in the advanced stage of lung cancer.
- the abnormal copy number of the imprinted gene Z6 began to appear in early lung cancer, remained stable in the middle stage of lung cancer, and quickly rose to a higher level in the advanced stage of lung cancer.
- the increase in the expression of the imprinted gene Z6 quickly rose to a higher level in the malignant potential stage.
- the deletion of the imprinted gene Z8 begins to appear in the stage of malignant potential, and it does not rise significantly in the early stage of lung cancer. It rapidly rises to a higher level in the middle stage of lung cancer and maintains stability in advanced lung cancer.
- the copy number abnormality of the imprinted gene Z8 began to appear in the stage of malignant potential, and it quickly rose to a very high level in the early and middle stages of lung cancer, and remained stable in the advanced stage of lung cancer.
- the increased expression of the imprinted gene Z8 began to appear in the early stage of lung cancer.
- Tissues (10 micrometers) of 61 lung cancer patients were obtained including bronchoscopy biopsy samples, and the detection method was the same as in Example 1.
- the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 20%. Or at least two of them are grade 0, any one or at least two of the imprinted gene deletion expression is 10-20%, the imprinted gene copy number abnormal expression is 1-3%, or the total imprinted gene expression is 20-30%
- the species is class I. Any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 3-5%, or the total imprinted gene expression levels are 30-40%.
- any one or at least two of the imprinted gene deletion expression level is 25-30%, the imprinted gene copy number abnormal expression level is 5-7%, or the total imprinted gene expression level is 40-50% is level III, imprinted Any one or at least two of the gene deletion expression levels greater than 30%, the imprinted gene copy number abnormal expression levels greater than 7%, or the total imprinted gene expression levels greater than 50% are grade IV;
- any of the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 20%. Or at least two of them are grade 0, any one or at least two of the imprinted gene deletion expression is 10-20%, the imprinted gene copy number abnormal expression is 1-3%, or the total imprinted gene expression is 20-30%
- the species is class I. Any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 3-5%, or the total imprinted gene expression levels are 30-40%.
- any one or at least two of the imprinted gene deletion expression level is 25-30%, the imprinted gene copy number abnormal expression level is 5-7%, or the total imprinted gene expression level is 40-50% is level III, imprinted Any one or at least two of the gene deletion expression levels greater than 30%, the imprinted gene copy number abnormal expression levels greater than 7%, or the total imprinted gene expression levels greater than 50% are grade IV;
- the expression level of the imprinted gene deletion is less than 10%, the abnormal expression amount of the imprinted copy number is less than 1%, or the total expression level of the imprinted gene is less than 20%. Or at least two of them are grade 0, any one or at least two of the imprinted gene deletion expression is 10-20%, the imprinted gene copy number abnormal expression is 1-3%, or the total imprinted gene expression is 20-30%
- the species is class I, and any one or at least two of the imprinted gene expression levels are 20-25%, the imprinted gene copy number abnormal expression level is 3-5%, or the total imprinted gene expression level is 30-40%.
- any one or at least two of the imprinted gene deletion expression level is 25-30%, the imprinted gene copy number abnormal expression level is 5-7%, or the total imprinted gene expression level is 40-50% is level III, imprinted Any one or at least two of the gene deletion expression levels greater than 30%, the imprinted gene copy number abnormal expression levels greater than 7%, or the total imprinted gene expression levels greater than 50% are grade IV;
- any of the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 20%. Or at least two of them are grade 0, any one or at least two of the imprinted gene deletion expression is 10-20%, the imprinted gene copy number abnormal expression is 1-3%, or the total imprinted gene expression is 20-30%
- the species is class I. Any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 3-5%, or the total imprinted gene expression levels are 30-40%.
- any one or at least two of the imprinted gene deletion expression level is 25-30%, the imprinted gene copy number abnormal expression level is 5-7%, or the total imprinted gene expression level is 40-50% is level III, imprinted Any one or at least two of the gene deletion expression levels greater than 30%, the imprinted gene copy number abnormal expression levels greater than 7%, or the total imprinted gene expression levels greater than 50% are grade IV;
- any of the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 15%. Or at least two of them are grade 0, any one or at least two of imprinted gene deletion expression is 10-15%, imprinted gene copy number abnormal expression amount is 1-2%, or total imprinted gene expression amount is 15-20%.
- the species is class I, and any one or at least two of the imprinted gene expression levels are 15-20%, the imprinted gene copy number abnormal expression levels are 2-4%, or the total imprinted gene expression levels are 20-30% are II.
- any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 4-6%, or the total imprinted gene expression levels are 30-40% are level III, imprinted Any one or at least two of the gene deletion expression levels greater than 25%, the imprinted gene copy number abnormal expression levels greater than 6%, or the total imprinted gene expression levels greater than 40% are grade IV;
- any of the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 15%. Or at least two of them are grade 0, any one or at least two of imprinted gene deletion expression is 10-15%, imprinted gene copy number abnormal expression amount is 1-2%, or total imprinted gene expression amount is 15-20%.
- the species is class I, and any one or at least two of the imprinted gene expression levels are 15-20%, the imprinted gene copy number abnormal expression levels are 2-4%, or the total imprinted gene expression levels are 20-30% are II.
- any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 4-6%, or the total imprinted gene expression levels are 30-40% are level III, imprinted Any one or at least two of the gene deletion expression levels greater than 25%, the imprinted gene copy number abnormal expression levels greater than 6%, or the total imprinted gene expression levels greater than 40% are grade IV;
- any one of the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 15%. Or at least two of them are grade 0, any one or at least two of imprinted gene deletion expression is 10-15%, imprinted gene copy number abnormal expression amount is 1-2%, or total imprinted gene expression amount is 15-20%.
- the species is class I, and any one or at least two of the imprinted gene expression levels are 15-20%, the imprinted gene copy number abnormal expression levels are 2-4%, or the total imprinted gene expression levels are 20-30% are II.
- any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 4-6%, or the total imprinted gene expression levels are 30-40% are level III, imprinted Any one or at least two of the gene deletion expression levels greater than 25%, the imprinted gene copy number abnormal expression levels greater than 6%, or the total imprinted gene expression levels greater than 40% are grade IV;
- any of the imprinted gene deletion expression is less than 20%, the imprinted gene copy number abnormal expression is less than 2%, or the total imprinted gene expression is less than 15%. Or at least two of them are grade 0, any one or at least two of imprinted gene deletion expression is 20-25%, imprinted gene copy number abnormal expression amount is 2-4%, or total imprinted gene expression amount is 15-20%
- the species is class I, and any one or at least two of the imprinted gene deletion expression is 25-30%, the imprinted gene copy number abnormal expression is 4-7%, or the total imprinted gene expression is 20-30% is II Grade, any one or at least two of the imprinted gene deletion expression is 30-35%, the imprinted gene copy number abnormal expression is 7-10%, or the total imprinted gene expression is 30-40% is grade III, imprinted Any one or at least two of the gene deletion expression levels greater than 35%, the imprinted gene copy number abnormal expression levels greater than 10%, or the total imprinted gene expression levels greater than 40% are grade IV;
- any of the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 15%. Or at least two of them are grade 0, any one or at least two of imprinted gene deletion expression is 10-15%, imprinted gene copy number abnormal expression amount is 1-2%, or total imprinted gene expression amount is 15-20%.
- the species is class I, and any one or at least two of the imprinted gene expression levels are 15-20%, the imprinted gene copy number abnormal expression levels are 2-4%, or the total imprinted gene expression levels are 20-30% are II.
- any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 4-6%, or the total imprinted gene expression levels are 30-40% are level III, imprinted Any one or at least two of the gene deletion expression levels greater than 25%, the imprinted gene copy number abnormal expression levels greater than 6%, or the total imprinted gene expression levels greater than 40% are grade IV;
- any one of the imprinted gene deletion expression is less than 10%, the imprinted gene copy number abnormal expression is less than 1%, or the total imprinted gene expression is less than 15%. Or at least two of them are grade 0, any one or at least two of imprinted gene deletion expression is 10-15%, imprinted gene copy number abnormal expression amount is 1-2%, or total imprinted gene expression amount is 15-20%.
- the species is class I, and any one or at least two of the imprinted gene expression levels are 15-20%, the imprinted gene copy number abnormal expression levels are 2-4%, or the total imprinted gene expression levels are 20-30% are II.
- any one or at least two of the imprinted gene deletion expression levels are 20-25%, the imprinted gene copy number abnormal expression levels are 4-6%, or the total imprinted gene expression levels are 30-40% are level III, imprinted Any one or at least two of the gene deletion expression levels greater than 25%, the imprinted gene copy number abnormal expression levels greater than 6%, or the total imprinted gene expression levels greater than 40% are grade IV.
- the judgement of the benign and malignant degree of lung tumor is divided into benign tumor, lung cancer potential, early lung cancer, intermediate lung cancer and advanced lung cancer:
- the results of judging the benign and malignant degree of lung tumors are that the imprinted gene deletion expression amount and imprinted gene copy number abnormal expression amount of imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 are less than 1 Class 1 or imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16.
- the expression level of the imprinted gene deletion is no more than 1 and the imprinted genes Z1, Z3, Z4, Z5.
- the abnormal expression level of the copy number of the imprinted gene of not more than 1 imprinted gene in Z6, Z8, Z10, Z11, Z13, and Z16 is Grade I, and it is a benign tumor;
- the result of judging the benign and malignant degree of the lung tumor is that the expression level of the imprinted gene deletion of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is level I, Imprinted gene Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have at least two imprinted gene copy number abnormal expression levels of class I or imprinted genes Z1, Z3, Z4, Z5, Z6 , Z8, Z10, Z11, Z13, and Z16 are not more than one of the imprinted genes, the expression level of the imprinted gene deletion is level II and the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16
- the abnormal expression level of the copy number of the imprinted gene of no more than 1 imprinted gene is any of the level II, and it is judged that the potential of lung cancer;
- the result of judging the benign and malignant degree of the lung tumor is that the imprinted gene deletion expression level of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is grade II,
- the imprinted gene copy number of at least two imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is the abnormal expression level of class II or imprinted genes Z1, Z3, Z4, Z5, Z6 , Z8, Z10, Z11, Z13, and Z16 are not more than one of the imprinted genes, and the expression level of imprinted genes is class III and the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16
- the abnormal expression level of the copy number of the imprinted gene of no more than 1 imprinted gene is any of the III cases, which is early lung cancer;
- the result of judging the benign and malignant degree of the lung tumor is that the imprinted gene deletion expression level of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is grade III, Imprinted gene Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 have at least two imprinted gene copy number abnormal expression levels of class III or imprinted genes Z1, Z3, Z4, Z5, Z6 , Z8, Z10, Z11, Z13, and Z16 are not more than one of the imprinted genes, the expression level of the imprinted gene is level IV and the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16
- the abnormal expression level of the copy number of the imprinted gene that does not exceed 1 imprinted gene is any of the grade IV, and it is intermediate-stage lung cancer;
- the result of judging the benign and malignant degree of lung tumor is that the expression level of the imprinted gene deletion of at least two imprinted genes among the imprinted genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13, and Z16 is grade IV or imprinted.
- the abnormal expression level of the copy number of the imprinted gene of at least two imprinted genes among the genes Z1, Z3, Z4, Z5, Z6, Z8, Z10, Z11, Z13 and Z16 is grade IV, which is advanced lung cancer.
- the detection model and system described in the present disclosure express the performance of the lack of imprints on samples of patients with lung tumors in an intuitive way.
- the method of in situ labeling of imprinted genes it is objective, intuitive, early and accurate. Detects changes in imprinted (trace) genes and can provide a quantified model, making a significant contribution to the diagnosis of lung tumors.
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Abstract
Description
Claims (20)
- 一种用于肺肿瘤的印记基因分级模型,其通过计算印记基因缺失表达量、印记基因拷贝数异常表达量和印记基因的总表达量在肺肿瘤中的变化对印记基因的表达状态进行分级;其中,所述印记基因为Z1、Z11或Z16中的任意一个或至少两个的组合,所述印记基因Z1为Gnas,所述印记基因Z11为Grb10,所述印记基因Z16为Snrpn/Snurf。
- 根据权利要求1所述的模型,其中,所述模型计算印记基因的方法如下:计算Z1、Z11或Z16中的任意一个,优选为Z1或Z16,进一步优选为Z1。
- 根据权利要求1或2所述的模型,其中,所述模型计算印记基因的方法为:计算Z1、Z11或Z16中的任意两个印记基因的组合,优选为Z1和Z16的组合或Z1和Z11的组合。
- 根据权利要求1-3中任一项所述的模型,其中,所述印记基因还包括Z3、Z4、Z5、Z6、Z8、Z10或Z13中的任意一个或至少两个的组合;其中,所述印记基因Z3为Peg10,所述印记基因Z4为Igf2r,所述印记基因Z5为Mest,所述印记基因Z6为Plagl1,所述印记基因Z8为Dcn,所述印记基因Z10为Gatm,所述印记基因Z13为Sgce。
- 根据权利要求1-4中任一项所述的模型,其中,所述模型计算印记基因的方法为:计算印记基因的组合,计算Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的十个印记基因的组合。
- 根据权利要求1-5中任一项所述的模型,其中,所述计算印记基因的总表达量、印记基因缺失表达量和印记基因拷贝数异常表达量的公式如下:总表达量=(b+c+d)/(a+b+c+d)×100%;正常印记基因表达量=b/(b+c+d)×100%;印记基因缺失基因表达量=c/(b+c+d)×100%;印记基因拷贝数异常的基因表达量=d/(b+c+d)×100%;其中,所述a为将细胞进行苏木素染色后,细胞核内不存在标记,印记基因没有表达的细胞核;所述b为将细胞进行苏木素染色后,细胞核内存在一个红色/棕色标记,印记基因存在的细胞核;所述c为将细胞进行苏木素染色后,细胞核内存在两个红色/棕色标记,印记基因缺失的细胞核;所述d为将细胞进行苏木素染色后,细胞核内存在两个以上红色/棕色标记,印记基因拷贝数异常的细胞核。
- 根据权利要求1-6中任一项所述的模型,其中,所述印记基因缺失表达量、印记基因拷贝数异常表达量和印记基因总表达量分成五个不同的等级。
- 根据权利要求7所述的模型,其中,所述五个不同的等级为针对Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的十个印记基因的印记基因缺失表达量、印记基因拷贝数异常表达量和印记基因总表达量分别进行划分的五个不同的等级;所述针对Z1、Z3、Z11和Z16的印记基因缺失表达量、印记基因拷贝数异常表达量和总表达量划分的五个不同的等级为:0级:所述印记基因Z1、Z3、Z11和Z16的印记基因缺失表达量小于10%、所述印记基因Z1、Z3、Z11和Z16的印记基因拷贝数异常表达量小于1%或所述印记基因Z1、Z3、Z11和Z16的总表达量小于20%中的任意一种或至少两种的组合;I级:所述印记基因Z1、Z3、Z11和Z16的印记基因缺失表达量为10-20%、所述印记基因Z1、Z3、Z11和Z16的印记基因拷贝数异常表达量为1-3%或所述 印记基因Z1、Z3、Z11和Z16的总表达量为20-30%中的任意一种或至少两种的组合;II级:所述印记基因Z1、Z3、Z11和Z16的印记基因缺失表达量为20-25%、所述印记基因Z1、Z3、Z11和Z16的印记基因拷贝数异常表达量为3-5%或所述印记基因Z1、Z3、Z11和Z16的总表达量为30-40%中的任意一种或至少两种的组合;III级:所述印记基因Z1、Z3、Z11和Z16的印记基因缺失表达量为25-30%、所述印记基因Z1、Z3、Z11和Z16的印记基因拷贝数异常表达量为5-7%或所述印记基因Z1、Z3、Z11和Z16的总表达量为40-50%中的任意一种或至少两种的组合;IV级:所述印记基因Z1、Z3、Z11和Z16的印记基因缺失表达量大于30%、所述印记基因Z1、Z3、Z11和Z16的印记基因拷贝数异常表达量大于7%或所述印记基因Z1、Z3、Z11和Z16的总表达量大于50%中的任意一种或至少两种的组合;所述针对Z4、Z5、Z6、Z10和Z13的印记基因缺失表达量、印记基因拷贝数异常表达量和总表达量划分的五个不同的等级为:0级:所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因缺失表达量小于10%、所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因拷贝数异常表达量小于1%或所述印记基因Z4、Z5、Z6、Z10和Z13的总表达量小于15%中的任意一种或至少两种的组合;I级:所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因缺失表达量为10-15%、所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因拷贝数异常表达量为1-2%或所述印记基因Z4、Z5、Z6、Z10和Z13的总表达量为15-20%中的任意一种 或至少两种的组合;II级:所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因缺失表达量为15-20%和、所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因拷贝数异常表达量为2-4%或所述印记基因Z4、Z5、Z6、Z10和Z13的总表达量为20-30%中的任意一种或至少两种的组合;III级:所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因缺失表达量为20-25%、所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因拷贝数异常表达量为4-6%或所述印记基因Z4、Z5、Z6、Z10和Z13的总表达量为30-40%中的任意一种或至少两种的组合;IV级:所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因缺失表达量大于25%、所述印记基因Z4、Z5、Z6、Z10和Z13的印记基因拷贝数异常表达量大于6%或所述印记基因Z4、Z5、Z6、Z10和Z13的总表达量大于40%中的任意一种或至少两种的组合;所述针对Z8的印记基因缺失表达量、印记基因拷贝数异常表达量和总表达量划分的五个不同的等级为:0级:所述印记基因Z8的印记基因缺失表达量小于20%、所述印记基因Z8的印记基因拷贝数异常表达量小于2%或所述印记基因Z8的总表达量小于15%中的任意一种或至少两种的组合;I级:所述印记基因Z8的印记基因缺失表达量为20-25%、所述印记基因Z8的印记基因拷贝数异常表达量为2-4%或所述印记基因Z8的总表达量为15-20%中的任意一种或至少两种的组合;II级:所述印记基因Z8的印记基因缺失表达量为25-30%、所述印记基因Z8的印记基因拷贝数异常表达量为4-7%或所述印记基因Z8的总表达量为 20-30%中的任意一种或至少两种的组合;III级:所述印记基因Z8的印记基因缺失表达量为30-35%、所述印记基因Z8的印记基因拷贝数异常表达量为7-10%或所述印记基因Z8的总表达量为30-40%中的任意一种或至少两种的组合;IV级:所述印记基因Z8的印记基因缺失表达量大于35%、所述印记基因Z8的印记基因拷贝数异常表达量大于10%或所述印记基因Z8的总表达量大于40%中的任意一种或至少两种的组合。
- 一种用于检测肺肿瘤良恶性程度的装置,采用如权利要求1-8中任一项所述的模型,包括如下单元:(1)取样单元:获取待测样本;(2)探针设计单元:根据印记基因序列设计特异性引物;(3)检测单元:将步骤(2)的探针与待测样本进行原位杂交;(4)分析单元:显微镜成像分析印记基因的表达情况;其中,所述分析单元通过计算印记基因缺失表达量和印记基因拷贝数异常表达量,通过权利要求1-8中任一项所述的模型,从而通过印记基因缺失表达量和印记基因拷贝数异常表达量的等级来诊断肺肿瘤的良恶性程度。
- 一种检测肺肿瘤良恶性程度的方法,采用如权利要求1-8中任一项所述的模型或如权利要求9所述的装置,包括如下步骤:(1)获取待测样本;(2)根据印记基因序列设计特异性引物;(3)将步骤(2)的探针与待测样本进行原位杂交;(4)显微镜成像分析印记基因的表达情况,从而诊断肺肿瘤的良恶性程度;其中,所述分析单元通过计算印记基因缺失表达量、印记基因拷贝数异常 表达量和总表达量,通过权利要求1-8中任一项所述的模型,从而通过印记基因缺失表达量和印记基因拷贝数异常表达量的等级来诊断肺肿瘤的良恶性程度。
- 根据权利要求10所述的方法,其中,步骤(1)所述的待测样本来自于人的组织和/或细胞。
- 根据权利要求10或11所述的方法,其中,所述待测样本为组织的石蜡切片、肺穿刺样本、支气管镜活检样本、肺冲洗液细胞涂片或痰液细胞涂片中的任意一种或至少两种的组合。
- 根据权利要求10-12中任一项所述的方法,其中,所述原位杂交采用RNAscope原位杂交方法。
- 根据权利要求10-13中任一项所述的方法,其中,所述RNAscope原位杂交方法使用单通道或多通道的呈色试剂盒或者单通道或多通道的荧光试剂盒,优选为单通道红色/棕色呈色试剂盒或多通道的荧光试剂盒。
- 根据权利要求10-14中任一项所述的方法,其中,所述判断肺肿瘤的良恶性程度分为良性肿瘤、肺癌潜能、早期肺癌、中期肺癌和晚期肺癌。
- 根据权利要求10-15中任一项所述的方法,其中,所述诊断肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的印记基因缺失表达量和印记基因拷贝数异常表达量均小于I级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因缺失表达量为I级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为I级,则为良性肿瘤;所述诊断肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的至少2个印记基因的印记基因缺失表达量为I 级,印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的至少2个印记基因的印记基因拷贝数异常表达量为I级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中不超过1个印记基因的印记基因缺失表达量为II级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为II级中的任意一种情况,则判断为肺癌潜能;所述诊断肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的至少2个印记基因的印记基因缺失表达量为II级,印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的至少2个印记基因的印记基因拷贝数异常表达量为II级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中不超过1个印记基因的印记基因缺失表达量为III级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为III级中的任意一种情况,则为早期肺癌;所述诊断肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的至少2个印记基因的印记基因缺失表达量为III级,印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的至少2个印记基因的印记基因拷贝数异常表达量为III级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中不超过1个印记基因的印记基因缺失表达量为IV级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为IV级中的任意一种情况,则为中期肺癌;所述诊断肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、 Z8、Z10、Z11、Z13和Z16中至少2个印记基因的印记基因缺失表达量为IV级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中至少2个印记基因的印记基因拷贝数异常表达量为IV级,则为晚期肺癌。
- 一种如权利要求1-8中任一项所述的模型和/或如权利要求9所述的装置用于肺肿瘤检测。
- 一种如权利要求1-8中任一项所述的模型和/或如权利要求9所述的装置用于制备治疗肺肿瘤的药物或器械的用途。
- 根据权利要求17或18所述的用途,其中,肺肿瘤的良恶性程度分为良性肿瘤、肺癌潜能、早期肺癌、中期肺癌和晚期肺癌。
- 根据权利要求17-19中任一项所述的用途,其中,肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的印记基因缺失表达量和印记基因拷贝数异常表达量均小于I级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因缺失表达量为I级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为I级,则为良性肿瘤;肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的至少2个印记基因的印记基因缺失表达量为I级,印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的至少2个印记基因的印记基因拷贝数异常表达量为I级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中不超过1个印记基因的印记基因缺失表达量为II级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为II级中的任意一种情况,则判断为肺 癌潜能;肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的至少2个印记基因的印记基因缺失表达量为II级,印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的至少2个印记基因的印记基因拷贝数异常表达量为II级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中不超过1个印记基因的印记基因缺失表达量为III级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为III级中的任意一种情况,则为早期肺癌;肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的至少2个印记基因的印记基因缺失表达量为III级,印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16的至少2个印记基因的印记基因拷贝数异常表达量为III级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中不超过1个印记基因的印记基因缺失表达量为IV级且印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中的不超过1个印记基因的印记基因拷贝数异常表达量为IV级中的任意一种情况,则为中期肺癌;肺肿瘤的良恶性程度的结果为印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中至少2个印记基因的印记基因缺失表达量为IV级或印记基因Z1、Z3、Z4、Z5、Z6、Z8、Z10、Z11、Z13和Z16中至少2个印记基因的印记基因拷贝数异常表达量为IV级,则为晚期肺癌。
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JP2021500945A JP2022516392A (ja) | 2018-07-13 | 2019-07-10 | 肺腫瘍の良性度・悪性度を検出するためのグレード分類モデルおよびその応用 |
US17/260,074 US20210285055A1 (en) | 2018-07-13 | 2019-07-10 | Grading model used for detecting degree to which lung tumors are benign and malignant, and application thereof |
CA3110258A CA3110258A1 (en) | 2018-07-13 | 2019-07-10 | Grading model for detecting degree of benignity/malignancy of lung tumor and applications thereof |
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