EP4211265A1 - Methylation detection assay - Google Patents
Methylation detection assayInfo
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- EP4211265A1 EP4211265A1 EP21773407.8A EP21773407A EP4211265A1 EP 4211265 A1 EP4211265 A1 EP 4211265A1 EP 21773407 A EP21773407 A EP 21773407A EP 4211265 A1 EP4211265 A1 EP 4211265A1
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- Prior art keywords
- dna
- smmips
- methylation
- dna fragments
- specific
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- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING 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
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6813—Hybridisation assays
- C12Q1/6827—Hybridisation assays for detection of mutation or polymorphism
Definitions
- the present invention in general relates to the field of DNA methylation detection. More in particular the current invention provides a method for DNA methylation detection using a combination of methylation-specific restriction enzymes (MSRE) and single molecule Molecular Inversion Probes (smMIPs). The present invention also provides uses of said DNA methylation detection method such as but not limited to the field of cancer diagnosis and/or monitoring.
- MSRE methylation-specific restriction enzymes
- smMIPs single molecule Molecular Inversion Probes
- Liquid biopsy is a technique in which non-solid biological tissues such as urine, stool or peripheral blood, are sampled and analyzed for disease diagnosis.
- Circulating tumor DNA Circulating tumor DNA (CtDNA) in liquid biopsy samples of cancer patients is not new and has been performed in the past.
- CtDNA Circulating tumor DNA
- One of the problems with liquid biopsy nucleic acid biomarkers is the limited sensitivity for early detection. Indeed, in early stages of carcinogenesis, many tumor types have low concentrations of CtDNA. Sensitivity can be increased by measuring a multitude of markers simultaneously.
- the use of methylation markers instead of mutation markers has many advantages and is understudied. However, to date, no efficient techniques exist allowing multi-region methylation analysis in plasma or other types of liquid biopsies.
- the alternatives for bisulfite conversion methods are immunoprecipitation methods and methods based on methylation-specific restriction enzymes (MSRE).
- Immunoprecipitation methods such as MeDIP or Methyl-cap are based on me-CpG recognizing antibodies or methyl- binding proteins.
- the antibody or methyl binding proteins are imperfect, and introduce false positive results and unwanted bias towards certain regions of the genome.
- the present invention provides a method for the detection of DNA methylation comprising the steps of: a) providing a sample comprising one or more DNA molecules; b) digesting said one or more DNA molecules by using one or more methylation-specific restriction enzymes (MSRE), thereby obtaining a set of DNA fragments; c) capturing and amplifying said set of DNA fragments using single molecule Molecular Inversion Probe technology (smMIP); thereby obtaining a set of amplified DNA fragments; d) detecting said amplified DNA fragments; thereby detecting DNA methylation.
- MSRE methylation-specific restriction enzymes
- smMIP single molecule Molecular Inversion Probe technology
- the present invention provides a method for the detection of DNA methylation comprising the steps of: a) providing a sample comprising one or more DNA molecules; b) digesting said one or more DNA molecules by using one or more methylation-specific restriction enzymes (MSRE), thereby obtaining a set of DNA fragments; c) capturing and amplifying said set of DNA fragments using one or more single molecule Molecular Inversion Probes (smMIPs); each spanning at least one methylation site in the DNA; thereby obtaining a set of amplified DNA fragments; wherein each smMIP comprises one or more specific alignment tag(s); d) detecting said amplified DNA fragments; thereby detecting DNA methylation.
- said smMIP technology comprises the use of one or more smMIPs each spanning at least one methylation site in the DNA.
- each of said smMIPs comprises:
- said alignment tag(s) comprise at least four random nucleotides.
- said alignment tag(s) is/are located between the common backbone and the extension probe or between the common backbone and the ligation probe, or both.
- said smMIP comprises two alignment tags each comprising at least 4 nucleotides located between the common backbone and each of said probes, or one alignment tag comprising at least 8 random nucleotides between the common backbone and said ligation or extension probe.
- step c) of the method of the present invention comprises the steps of: c1) hybridizing said one or more smMIPs to said DNA fragments; c2) performing an extension reaction from the extension probe(s) across the methylation site(s) in the direction of the ligation probe(s); c3) performing a ligation reaction using the ligation probe(s), thereby obtaining a circular DNA fragment; c4) performing an exonuclease treatment to digest non-circular DNA fragments; c5) performing an amplification reaction using common primers capable of hybridizing to said common backbone; thereby obtaining a set of amplified DNA fragments.
- each of said amplified DNA fragments comprises a specific extension probe sequence, a methylation site sequence, a specific ligation probe sequence, sequencing adaptors, primer binding sites, and a specific molecular (in particular alignment) tag sequence; or the complement thereof.
- step d) of the method of the present invention comprises the step of detecting said amplified DNA fragments using next generation sequencing.
- said method comprises the use of at least 2 methylationspecific restriction enzymes.
- said methylation-specific restriction enzymes are only capable of digesting unmethylated DNA regions.
- said one or more MSRE are selected from the list comprising: Hpall, HinP11, Acil, HpyCH4IV and combinations thereof.
- the method of the present invention further comprises one or more control smMIPs which do not span a CpG region and/or one or more control smMIPs which span a CpG region that does not include a restriction site for said MSRE.
- said sample is a solid or liquid biopsy sample from a subject, in particular a liquid biopsy.
- the present invention provides the use of a combination of methylationspecific restriction enzymes (MSRE) and single molecule Molecular Inversion Probe technology (smMIP) in the detection of DNA methylation in a biological sample.
- MSRE methylationspecific restriction enzymes
- smMIP single molecule Molecular Inversion Probe technology
- the present invention provides the use of a combination of methylationspecific restriction enzymes (MSRE) to obtain a set of DNA fragments; and single molecule Molecular Inversion Probes (smMIPs) to capture and amplify said set of DNA fragments; in the detection of DNA methylation in a biological sample.
- MSRE methylationspecific restriction enzymes
- smMIPs single molecule Molecular Inversion Probes
- Fig. 1 shows the principal of methylation-specific restriction digestion (MSRE)
- Fig. 2 shows a typical smMIP design according to the present invention.
- Fig. 3 shows a schematic overview of the smMIP technology according to the present invention.
- Fig. 4 Efficiency of the subset of smMIPs. Top 52 smMIPs are 100x more efficient compared to all smMIPs, improving the total efficiency of the assay
- Fig. 5 Repeatability of the assay.
- Panel A and B show the samples that were not digested by the MSREs (‘uncut’).
- Panel C and D show the samples that were digested by the MSREs (cut).
- Panel A and C are non-CpG control smMIPs and Panels B and D are CpG smMIPs.
- Samples 1-10 are DNA samples originating from human blood.
- Sample 11 is DNA originating from an artificially methylated blood sample and sample 12 is DNA isolated from a CRC cell line.
- the relative coverage of the smMIPS per sample is calculated as following: A) the sum of the counts in an uncut sample for non-CpG smMIPs, divided by the total counts for all non-CpG smMIPs in the uncut samples B) the sum of the counts in an uncut sample for CpG smMIPs, divided by the total counts for all CpG smMIPs in the uncut samples C) idem as A, but for cut samples and D) idem as B but for cut samples.
- Fig. 6 Correlation between the relative counts per smMIP for uncut samples of two independent runs. The average relative coverage per smMIP is shown for run A and run B.
- Fig. 7 Correlation between the relative counts per smMIP for cut samples of two independent runs. Panel A shows the relative counts per smMIP in a low methylated, cut sample and Panel B shows the relative counts per smMIP in a highly methylated, cut sample.
- Fig. 8 Counts per smMIP in different digested control samples.
- X-axis 32 CpG smMIPs;
- Y-axis absolute counts per smMIP per sample.
- Fig. 9 Results of the qPCR. Different sample conditions for a complete MSRE digestion were tested by qPCR. Distinct input amounts of DNA (ng) were digested in distinct end volumes (pL). Thereafter, fragmentation was examined by qPCR with primer pairs around the MSRE recognition sites. Uncut samples were included as reference. Primer3 was left out of the analysis as the melt-curves showed this primer is poorly performing.
- Fig. 10 Comparison of normal DNA (healthy blood) and colorectal cancer tissue DNA. smMIPs designed for capture of hypermethylated sites are shown in grey. smMIPs that capture non CpG sites in black. Blood samples (B) are shown on the left part of the figure, colorectal cancer samples (CRC) on the right. Comparing the bars, a clear difference between normal and cancer can be made.
- Fig. 11 Principal component analysis (PCA) plot. Blood samples (circles) are clustered on the left side and colorectal cancer samples (triangles) on the right side. There is a very clear distinction between the two groups.
- PCA Principal component analysis
- Fig. 12 Absolute read counts for non CpG and CpG smMIPs in MSRE-digested samples.
- Fig. 13 Principal component plot of the first two PC’s.
- Fig. 14 Proof of principle showing benefits of removing PCR duplicates in data analysis.
- the results of analyses with and without duplicate removal are compared using the same raw input data (see equation 1 and 2).
- Proportion ratios of reads per sample (Panel A) or per smMIP (Panel B) are displayed. Proportion ratios between 0.95 and 1.05 are in white, one interval further in light grey and others dark grey. Each bar indicates the number of samples (A) or smMIPs (B) within the specified interval of proportion ratios. Intervals are half open, upper limit included..
- Fig. 15 Refinement of the proportion analysis; this time comparing ratio per smMIP per sample, divided by the reads per smMIP (Panel A) or divided by the reads per sample (Panel B).
- This analysis is similar to the one shown in fig. 14, albeit more refined (see also equations 3 and 4).
- the conclusion from this analysis is that a molecular tag reduces technical noise within an experiment.
- Proportion ratios between 0.95 and 1.05 are in white, one interval further in light grey and others in dark grey. Each bar indicates the number of smMIPs per sample within the specified interval of proportion ratios. Intervals are half open, upper limit included.
- the present invention relates to a method for the detection of DNA methylation comprising a combination of methylation-specific restriction enzyme-assisted (MSRE) digestion of DNA thereby obtaining a set of DNA fragments, followed by single molecule Molecular Inversion Probe-assisted (smMIP) amplification and detection of said DNA fragments.
- MSRE methylation-specific restriction enzyme-assisted
- smMIP single molecule Molecular Inversion Probe-assisted
- the present invention provides a method for the detection of DNA methylation comprising the steps of: a) providing a sample comprising one or more DNA molecules; b) digesting said one or more DNA molecules by using one or more methylation-specific restriction enzymes (MSRE), thereby obtaining a set of DNA fragments; c) capturing and amplifying said set of DNA fragments using single molecule Molecular Inversion Probe technology (smMIP); thereby obtaining a set of amplified DNA fragments; d) detecting said amplified DNA fragments; thereby detecting DNA methylation.
- MSRE methylation-specific restriction enzymes
- smMIP single molecule Molecular Inversion Probe technology
- the present invention provides a method for the detection of DNA methylation comprising the steps of: a) providing a sample comprising one or more DNA molecules; b) digesting said one or more DNA molecules by using one or more methylation-specific restriction enzymes (MSRE), thereby obtaining a set of DNA fragments; c) capturing and amplifying said set of DNA fragments using one or more single molecule Molecular Inversion Probes (smMIPs) each spanning at least one methylation site in the DNA; thereby obtaining a set of amplified DNA fragments; wherein each smMIP comprises one or more specific alignment tag(s); d) detecting said amplified DNA fragments; thereby detecting DNA methylation.
- MSRE methylation-specific restriction enzymes
- the term “alignment tag” may also refer to “alignment sequence”, “single molecule tag”, “molecular tag”, or “tag” and these terms can be used interchangeably throughout the application.
- the ‘alignment’ tag is meant to be a nucleotide sequence which allows the alignment of amplified DNA fragments into particular consensus read sequences. Accordingly, using sequencing tools such as next generation sequencing, the alignment tags allow sequence reads containing the same alignment tag (and thus originating from the same capture) to be merged into one consensus read sequence. Accordingly, duplicate reads can be identified and filtered out thereby removing PCR and sequencing artifacts and enabling detection of low-frequency and sub clonal genetic variation.
- the alignment tag described in the present invention does not function as a detection probe. More specifically, tag sequences as described in for example US2006292585 or WO2012112970 are recognized by an array of tag probes that are complementary to the tag sequences in the MIPs and facilitate detection of PCR amplified sequences. This is in clear contrast to the alignment tags described herein, which serve the purpose of aligning amplified DNA fragments into particular consensus read sequences avoiding duplicate reads.
- the inventors have thus developed a method to enrich and assess specific DNA loci for methylation content using a protocol that combines MSREs and smMIPs.
- the technology has the advantage to increase sensitivity compared to current existing technologies, while reducing costs significantly.
- the current invention is a technique for multiplex analysis of a selected number of methylation sites in the genome, allowing sensitive analysis of even small quantities of DNA at an affordable cost.
- the field of liquid biopsies for the early detection of cancer is booming, with large investments worldwide in the biotech and pharma sector.
- the analysis and importance of the methylome is also an expanding field, not only in oncology but also well beyond. Methylation of DNA in particular and epigenetics in general are linked to a wide range of diseases and health conditions. As such, the potential application of this technology is broad, with a first focus oncology diagnostics.
- said sample is a solid or liquid biopsy sample from a subject, in particular a liquid biopsy.
- said sample may also be derived from a cell line.
- this novel detection assay is specifically suitable as a cancer detection assay, which allows for high resolution methylation detection in tissues, plasma or other biological matrices (e.g. blood, urine, saliva ...) of cancer patients.
- MSREs have been used for a very long time for analysis of methylation in specific regions of the genome, and more recently, also for genome wide analysis. In contrast to antibodies, restriction enzymes are ultimately specific and predictable in their action. In the presented protocol, we use MSREs to digest genomic DNA. These MSREs are very specific and cut the DNA only when it is unmethylated and not when it is methylated, as illustrated in figure 1 . As used herein, MSRE may refer to “Methylation-Specific Restriction Enzymes” or “Methylation-Sensitive Restriction Enzymes” and the terms can be used interchangeably. Using MSREs instead of bisulfite, which is a widely used compound used in methylation analysis, has strong advantages. The main advantage is that MSREs do not degrade DNA, in contrast to bisulfite.
- restriction endonucleases and “restriction enzymes” refer to bacterial enzymes each of which cut double-stranded DNA at or near a specific nucleotide sequence.
- smMIPs After digestion, specific “a priori” selected DNA loci are enriched and sequencing libraries are generated using smMIPs.
- smMIPs technology is used to capture and enrich specific DNA fragments, resulting in DNA libraries that can be sequenced. If used with a sufficiently high annealing temperature, smMIPs are highly specific. smMIPs are typically designed to anneal at a temperature of about 60°C. However, this may also be altered for example when a lot of unwanted ‘side products’ are generated, wherein the temperature can be slightly increased.
- typical smMIPs have an annealing temperature of about 50 °C - 70°C, more in particular about 55 °C - 65 °C, such as about 55 °C, about 56 °C, about 57 °C, about 58 °C, about 59 °C, about 60 °C, about 61 °C, about 62 °C, about 63 °C, about 64 °C, about 65 °C.
- the smMIP reaction comprises a cycled capture reaction of x times y hours at a predefined temperature, which is as discussed above; wherein x is selected from 3-6, in particular 5; and y is selected from 2-6, in particular 4.
- smMIPs are highly multiplexable, so that the combination of both steps results in the potential detection of several thousands of CpG methylation sites in a single sequencing run.
- smMIPs based approaches have been used for several applications, in combination with various techniques including microarray or next generation sequencing. These applications include SNP genotyping, Copy Number Variation quantification, and resequencing of genomic regions.
- smMIPs are extremely suitable for multiplex analyses, with routine multiplexing up to 50.000 being reported.
- For smMIPs design we are routinely using a bioinformatics pipeline that was originally developed at the Radboud University in the Netherlands. In this pipeline, parameters for smMIPs design can be easily adapted.
- said smMIP technology comprises the use of one or more smMIPs each spanning at least one methylation site in the DNA.
- each of said smMIPs comprises:
- a set of amplified DNA fragments is obtained using one or more smMIPs each spanning at least one methylation site in the DNA; wherein each smMIP comprises one or more specific alignment tag(s);
- each of said smMIPs further comprises:
- the extension probe hybridizes 5’ of the targeted region (i.e. including the methylation site), and the ligation probe hybridizes 3’ of said targeted region.
- Both probes are attached to each other by means of a non-complementary backbone.
- Said backbone is designed such as to allow hybridization of library amplification primers, for amplification of the targeted region.
- These amplification primers contain P5 and P7 illumina sequences so that the resulting PCR product can anneal to the flow cell.
- the smMIP comprises a specific molecular tag as part of the backbone.
- molecular tag While in the present figure the molecular tag is indicated to be present between the ligation probe and one of the library amplification primer sites, it may alternatively be present anywhere in the smMIP, specifically in the backbone region. In a particular embodiment, said molecular tag(s) is/are located between the common backbone and the extension probe or between the common backbone and the ligation probe, or both.
- the smMIPs of the present invention are in particular designed such as to have a relatively small targeted region (about 50 bp), compared to standard smMIPs (typically at least 100 bp).
- the smMIPs of the present invention are designed to have a targeted region of about 40 - 60 bp, such as about 40 bp, about 45 bp, about 50 bp, about 55 bp, about 60 bp. This is in particular advantageous in the context of liquid biopsies, containing fragmented DNA.
- the term "primer” refers to an oligonucleotide, whether occurring naturally as in a purified restriction digest or produced synthetically, which is capable of acting as a point of initiation of nucleic acid sequence synthesis when placed under conditions in which synthesis of a primer extension product which is complementary to a nucleic acid strand is induced, i.e. in the presence of different nucleotide triphosphates and a polymerase in an appropriate buffer ("buffer” includes pH, ionic strength, cofactors etc.) and at a suitable temperature.
- buffer includes pH, ionic strength, cofactors etc.
- One or more of the nucleotides of the primer can be modified for instance by addition of a methyl group, a biotin or digoxigenin moiety, a fluorescent tag or by using radioactive nucleotides.
- target sequence refers to a specific nucleic acid sequence to be detected and/or quantified in the sample to be analysed.
- the smMIP reaction typically comprises 3 separate steps, as shown in figure 3.
- a first capture reaction (Fig. 3A)
- the smMIPs are allowed to hybridize to the fragmented DNA.
- the ‘gap’ defined by the targeted region in the smMIP is subsequently filled-in using a DNA polymerase, followed by a ligase thereby obtaining a circular smMIP. This step typically takes about 16 to 22h.
- these circular smMIPs are amplified by means of a PCR reaction using the amplification primers recognizing sequences in the backbone of the smMIPs (Fig. 3C).
- the single molecular tag can be used during the subsequent detection reaction for identification of the fragments, such as for example during multiplex next-generation sequence analysis.
- step c) comprises the steps of: c1) hybridizing said one or more smMIPs to said DNA fragments; c2) performing an extension reaction from the extension probe(s) across the methylation site(s) in the direction of the ligation probe(s); c3) performing a ligation reaction using the ligation probe(s), thereby obtaining a circular DNA fragment; c4) performing an exonuclease treatment to digest non-circular DNA fragments; c5) performing an amplification reaction using amplification primers capable of hybridizing to said common backbone; thereby obtaining a set of amplified DNA fragments.
- PCR refers to the polymerase chain reaction.
- the PCR amplification process results in the exponential increase of discrete DNA fragments whose length is defined by the 5' ends of the oligonucleotide primers.
- hybridisation and “annealing” are used in reference to the pairing of complementary nucleic acids.
- each of said amplified DNA fragments thus comprises a specific extension probe sequence, a methylation site sequence, a specific ligation probe sequence, sequencing adaptors, primer binding sites, and a specific molecular tag sequence; or the complement thereof.
- step d) of the method of the present invention comprises the step of detecting said amplified DNA fragments using next generation sequencing.
- the molecular tag sequence can be used in this stage to align the sequences into particular consensus read sequences. More specifically, sequence reads containing the same tag (and thus originating from the same capture) are merged into one consensus read sequence which can be detected using next-generation sequencing.
- the tag sequence is a unique barcode that is incorporated in each smMIP allowing true molecule counting.
- a smMIPs comprises one or more specific alignment tag(s).
- the specific tag sequence can have a sequence variation as provided herein and may comprise at least 4, 5, 6, 7, 8, 9, 10, ... random nucleotides.
- the alignment tag(s) comprises at least 4 random nucleotides.
- the smMIP comprises two alignment tags, each comprising at least 4 nucleotides (i.e. 2 separate tags), located near the ligation and extension probe.
- the smMIP comprises one alignment tag comprising at least 8 random nucleotides located near the ligation or extension probe.
- said alignment sequence comprises two tags of at least 4 nucleotides, wherein one of the tags is located between the common backbone and the ligation probe, and the other tag is located between the common backbone and the extension probe.
- the alignment sequence comprises 8 random nucleotides located between the common backbone and either the ligation or the extension probe. Accordingly potential sequence variations erroneously introduced during the PCR reaction as well as sequencing artefacts can be easily detected and ignored. Therefore, the eventual sequence reads are much more reliable (see last section of the examples).
- the method of the present invention comprises the use of at least 2 methylation-specific restriction enzymes.
- the MSRE according to the present invention are in particular characterized in digesting unmethylated DNA regions. Accordingly, unmethylated DNA regions are digested and can no longer bind the smMIPs, thereby leaving only methylated regions to be detectable, providing an excellent tool for the identification of such methylated regions.
- Particularly suitable MSRE in the context of the present invention may be selected from the non-limiting list of Hpall, HinP11, Acil, HpyCH4IV and combinations thereof.
- the present invention may further comprise the use of control smMIPs which do not span a CpG region. These regions are thus typically not digested by the methylation-specific enzymes and the detection thereof can be used to assess and/or monitor the reaction, or be used as a reference quantification marker.
- the present invention may further comprise the use of control smMIPs that span a CpG region that do not include a restriction site for the MSREs (i.e. noRS smMIPs).
- a sample may contain substances that interfere with a subsequent restriction, amplification and/or detection step.
- such interference may be avoided by extracting the DNA from a sample prior to digestion.
- the invention relates to a method as described above, wherein the DNA is extracted from the sample before allowing the DNA to be cut by the MSRE.
- the present invention is particularly directed to the use of a combination of methylation-specific restriction enzymes (MSRE) and single molecule Molecular Inversion Probe technology (smMIP) in the detection of DNA methylation in a biological sample.
- MSRE methylation-specific restriction enzymes
- smMIP single molecule Molecular Inversion Probe technology
- DMRs differentially methylated regions
- the assay is validated using tissue and finally liquid biopsy samples from breast, colon and lung cancer patients as well as in blood samples from healthy patients in a first phase.
- the assay is validated in 50 untreated tumor vs normal tissue samples for the 3 most common cancer types (breast, colon and lung cancer). All samples are readily available from the Antwerp tumor bank.
- CtDNA is extracted from all collected plasma samples using the QIAamp Circulating Nucleic Acid Kit (QiaSymphony) and analyzed. Data analysis is performed in-house.
- the mean obtained ct-values are expected to lay closely together, as the selected MSREs do not cut methylated DNA fragments. This is clearly the case, which proves that methylation effectively blocks the combined MSRE digestion.
- next-generation sequencing was performed using the Miseq reagent v2 nano kit.
- the data was analyzed with an in-house adapted bioinformatics pipeline. For each sample, the number of reads per smMIP is counted. The results that were obtained in these first runs showed a high number of reads on tumor, cell line and blood DNA.
- the NIPT samples obtained a lower amount of sequencing reads as expected. NGS run qualities ranged from 71 ,6 to 94,6 %1Q3O. Interestingly, some smMIPs gave more reads than others across samples and across experiments, showing that some smMIPs are more efficient than others.
- the efficiency of a smMIP is considered an inherent property, as it was shown to be independent of the composition of the total smMIP pool.
- a selection of smMIPs was tested both independently (capture reaction performed separately) and together in one pool (capture reaction performed in the pool). We observed that the effect of one smMIP being more efficient than another remained when analyzed separately. As such, only efficient smMIPs can be selected to be used for analysis of liquid biopsies.
- Figure 4 shows the balancing curve for all smMIPs (blue) compared to the top 52 (red).
- the x-axis represents all 192 smMIPs and the y-axis the relative coverage per smMIP, as a fraction of counts.
- the fraction of counts is determined as the absolute counts per smMIP in a sample divided by the total number of counts in that sample. As such, samples and smMIPs with different numbers of counts can be compared.
- the CpG smMIPs show a higher number of counts and a higher relative coverage for methylated samples (samples 12 and 13, figure 5D) compared to human blood DNA samples. This is expected, since DNA from human blood samples is only low methylated.
- the CpG sites in these samples are digested and unavailable for capturing by the smMIPs.
- the CpG sites are methylated, preventing digestion by the MSREs and enabling subsequent smMIP capturing.
- an example is given.
- the absolute number of counts per smMIP is given in 3 different samples (DNA from CRC cell line, artificially methylated human blood and human blood ).
- the high methylated samples show a higher number of absolute counts compared to the low methylated sample.
- DNA was extracted from 14 blood samples and 13 colorectal cancer tissue (FFPE-material).
- FFPE-material colorectal cancer tissue
- 32 of these smMIPs are designed to capture hypermethylated sites in tumor cells that were previously defined using TOGA data.
- This database provides epigenomic data through 450K micro arrays. Differential methylation is defined based on the B-values (output of a 450K micro array).
- B-values with a maximum of 0.25 were selected for normal tissue.
- B-values of at least 0.5 were selected.
- the counts for all CpG smMIPs were used in a principal component analysis (PCA) (figure 11).
- PCA principal component analysis
- the preliminary data are plotted on the first two principal components, that account for 87% of the variance in the data.
- Blood samples (circles) and CRC samples (triangles) can clearly be distinguished from one another. Blood samples are clustered more closely together than CRC samples, which can be explained due to the inherent variability in cancers.
- the sample type was not considered while performing the principal components analysis, indicating that the visualized difference between the blood and CRC samples is inherent.
- Equation 1 gives the example for sample X:
- Equation 1 (left): Example of proportion ratio per sample. All reads associated with sample X are counted and divided by the total number of reads with and without duplicates. Then, the proportion without duplicates is divided by the proportion with duplicates to get the proportion ratio.
- Equation 2 (right): Example of proportion ratio per smMIP. All reads associated with smMIP N are counted and divided by the total number of reads with and without duplicates. Then, the proportion without duplicates is divided by the proportion with duplicates to get the proportion ratio.
- Equation 3 (upper): Example of proportion ratio per smMIP per sample, divided by the reads per smMIP. All reads associated with smMIP N, sample X are counted and divided by the total number of reads of smMIP N with and without duplicates. Then, the proportion without duplicates is divided by the proportion with duplicates to get the proportion ratio.
- Equation 4 (bottom): Example of proportion ratio per smMIP per sample, divided by the reads per sample. All reads associated with smMIP N, sample X are counted and divided by the total number of reads of sample X with and without duplicates. Then, the proportion without duplicates is divided by the proportion with duplicates to get the proportion ratio.
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|---|---|---|---|---|
| US7611869B2 (en) * | 2000-02-07 | 2009-11-03 | Illumina, Inc. | Multiplexed methylation detection methods |
| US20060292585A1 (en) | 2005-06-24 | 2006-12-28 | Affymetrix, Inc. | Analysis of methylation using nucleic acid arrays |
| US20120252015A1 (en) | 2011-02-18 | 2012-10-04 | Bio-Rad Laboratories | Methods and compositions for detecting genetic material |
| US20150141257A1 (en) * | 2013-08-02 | 2015-05-21 | Roche Nimblegen, Inc. | Sequence capture method using specialized capture probes (heatseq) |
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2021
- 2021-09-10 CA CA3193631A patent/CA3193631A1/en active Pending
- 2021-09-10 WO PCT/EP2021/074978 patent/WO2022053637A1/en not_active Ceased
- 2021-09-10 AU AU2021339002A patent/AU2021339002A1/en active Pending
- 2021-09-10 EP EP21773407.8A patent/EP4211265A1/en active Pending
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| CA3193631A1 (en) | 2022-03-17 |
| AU2021339002A1 (en) | 2023-05-25 |
| AU2021339002A9 (en) | 2024-02-08 |
| WO2022053637A1 (en) | 2022-03-17 |
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