With the sequencing data from MeD-seq on (cell population enriched) laser capture microdissected (LCM) formalin-fixed and paraffin-embedded tissue samples we construct genome-wide DNA methylation profiles for normal and diseased tissue types (Figure 1). Samples are grouped together based on their tissue type, for example normal cervix and cervical squamous cell carcinoma (SCC) and, in this example, all other cancers/control types from the urogenital zone. For marker discovery only DNA samples that have passed our quality standards are used.
Figure 1. female urogenital zone, methylations profiles are generated for both control and cancer tissue samples.
Comparison of cancer and control methylation profiles by an in house developed bioinformatics pipeline Mimir facilitates the identification of specific or general Differentially Methylated Regions (DMR) in a genome wide fashion
(Figure 2).
Mimir is capable of detecting the following types of DMR’s
- Specific region, methylated in one specific
cancer type - General region, methylated in 2 or more cancer
types - Pan region, methylated in all cancer types of
the female genital area
Figure 2, Illustration of DMR detection for the 3 types of DMR's. Only endometrial and cervix are depicted, other tissue types and carcinoma are also used in the same anayslis.
Primer and probe selection:
From the DMR regions we can develop specific, general and pan region markers. However, not all DMR’s are suitable to create powerful cancer detection markers. To determine if a DMR is discriminating enough and suitable to create a powerful markers, we use quality scores, predictive scores and visualizations to select our top DMR’s. After determination of our top DMR’s, primers and probe covering the most powerful methylated CpG’s in the selected DMR are designed.
Visualization of these selected DMR’s in grouped DNA methylation profiles through an Integrative Genomics Viewer (IGV) facilitates the identification of promising target sequences for the development of quantitative Methylation-Specific PCR (qMSP) assays (Figure 3).
Figure 3, IGV caption of the 3 DMR types. Specific DMR for cervical adenocarcinoma (AdC), general DMR for AdC and squamous cell carcinoma (SCC) and last a regional pan DMR covering AdC, SCC and endometrial endometrioid and serous adenocarcinoma.
During the design of primers and probes we also look at the possibility of combining several markers in one multiplex assay. To assess the potential of the newly discovered markers the developed assays are tested on bisulfite-converted DNA of relevant samples.
Publications about our techniques
Boers R, Boers J, de Hoon B, et al. Genome Res. 2018;28(1):88-99. doi:10.1101/gr.222885.117
Vos M, Boers R, Vriends ALM, et al. PLoS One. 2020;15(1):e0228014. Published 2020 Jan 23. doi:10.1371/journal.pone.0228014
Bonde J, Floore A, Ejegod D, Vink FJ, Hesselink A, van de Ven PM, Valenčak AO, Pedersen H, Doorn S, Quint WG, Petry KU, Poljak M, Stanczuk G, Cuschieri K, de Sanjosé S, Bleeker M, Berkhof J, Meijer CJLM, Heideman DAM. Int J Cancer. 2020 Sep 30. doi: 10.1002/ijc.33320.
Leeman A, Jenkins D, Del Pino M, Ordi J, Torné A, Doorbar J, Meijer CJLM, van Kemenade FJ, Quint WGV. Cancer Med. 2020 Apr;9(7):2454-2461. doi: 10.1002/cam4.2855. Epub 2020 Feb 5.
van der Zee RP, Richel O, van Noesel CJM, Ciocănea-Teodorescu I, van Splunter AP, Ter Braak TJ, Nathan M, Cuming T, Sheaff M, Kreuter A, Meijer CJLM, Quint WGV, de Vries HJC, Prins JM, Steenbergen RDM. Clin Infect Dis. 2020 Apr 8:ciaa397. doi: 10.1093/cid/ciaa397. Online ahead of print.
van Baars R, van der Marel J, Snijders PJ, Rodriquez-Manfredi A, ter Harmsel B, van den Munckhof HA, Ordi J, del Pino M, van de Sandt MM, Wentzensen N, Meijer CJ, Quint WG. Int J Cancer. 2016 Jan 15;138(2):463-71. doi: 10.1002/ijc.29706. Epub 2015 Aug 14.
van der Zee RP, Richel O, van Noesel CJM, Novianti PW, Ciocanea-Teodorescu I, van Splunter AP, Duin S, van den Berk GEL, Meijer CJLM, Quint WGV, de Vries HJC, Prins JM, Steenbergen RDM. Clin Infect Dis. 2019 Mar 19;68(7):1110-1117. doi: 10.1093/cid/ciy601.
Leeman A, Del Pino M, Marimon L, Torné A, Ordi J, Ter Harmsel B, Meijer CJLM, Jenkins D, Van Kemenade FJ, Quint WGV. Int J Cancer. 2019 Jan 1;144(1):160-168. doi: 10.1002/ijc.31787. Epub 2018 Nov 18.
Floore A, Hesselink A, Oštrbenk A, Alcaniz E, Rothe B, Pedersen H, Torres Hortal M, Doorn S, Quint W, Petry KU, Poljak M, Cuschieri K, Bonde J, de Sanjosé S, Bleeker M, Heideman D. J Clin Lab Anal. 2019 May;33(4):e22854. doi: 10.1002/jcla.22854. Epub 2019 Feb 13.
Vink FJ, Meijer CJLM, Clifford GM, Poljak M, Oštrbenk A, Petry KU, Rothe B, Bonde J, Pedersen H, de Sanjosé S, Torres M, Del Pino M, Quint WGV, Cuschieri K, Boada EA, van Trommel NE, Lissenberg-Witte BI, Floore AN, Hesselink AT, Steenbergen RDM, Bleeker MCG, Heideman DAM. Int J Cancer. 2020 Aug 15;147(4):1215-1221. doi: 10.1002/ijc.32614. Epub 2019 Sep 9.
Leeman A, Ebisch RMF, Kasius A, Bosgraaf RP, Jenkins D, van de Sandt MM, de Strooper LMA, Heideman DAM, Snijders PJF, Massuger LFAG, Bekkers RLM, Meijer CJLM, van Kemenade FJ, Quint WGV, Melchers WJG. Gynecol Oncol. 2018 Nov;151(2):311-318. doi: 10.1016/j.ygyno.2018.09.006. Epub 2018 Sep 13.