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Youssef O, Loukola A, Zidi-Mouaffak YHS, Tamlander M, Ruotsalainen S, Kilpeläinen E, Mars N, Ripatti S, Palotie A, Donner K, Carpén O. High-Resolution Genotyping of Formalin-Fixed Tissue Accurately Estimates Polygenic Risk Scores in Human Diseases. J Transl Med 2024; 104:100325. [PMID: 38220043 DOI: 10.1016/j.labinv.2024.100325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 12/11/2023] [Accepted: 01/05/2024] [Indexed: 01/16/2024] Open
Abstract
Formalin-fixed paraffin-embedded (FFPE) tissues stored in biobanks and pathology archives are a vast but underutilized source for molecular studies on different diseases. Beyond being the "gold standard" for preservation of diagnostic human tissues, FFPE samples retain similar genetic information as matching blood samples, which could make FFPE samples an ideal resource for genomic analysis. However, research on this resource has been hindered by the perception that DNA extracted from FFPE samples is of poor quality. Here, we show that germline disease-predisposing variants and polygenic risk scores (PRS) can be identified from FFPE normal tissue (FFPE-NT) DNA with high accuracy. We optimized the performance of FFPE-NT DNA on a genome-wide array containing 657,675 variants. Via a series of testing and validation phases, we established a protocol for FFPE-NT genotyping with results comparable with blood genotyping. The median call rate of FFPE-NT samples in the validation phase was 99.85% (range 98.26%-99.94%) and median concordance with matching blood samples was 99.79% (range 98.85%-99.9%). We also demonstrated that a rare pathogenic PALB2 genetic variant predisposing to cancer can be correctly identified in FFPE-NT samples. We further imputed the FFPE-NT genotype data and calculated the FFPE-NT genome-wide PRS in 3 diseases and 4 disease risk variables. In all cases, FFPE-NT and matching blood PRS were highly concordant (all Pearson's r > 0.95). The ability to precisely genotype FFPE-NT on a genome-wide array enables translational genomics applications of archived FFPE-NT samples with the possibility to link to corresponding phenotypes and longitudinal health data.
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Affiliation(s)
- Omar Youssef
- Department of Pathology, University of Helsinki, Helsinki, Finland; Clinical and Chemical Pathology Department, National Cancer Institute, Cairo University, Cairo, Egypt; Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland.
| | - Anu Loukola
- Helsinki Biobank, Helsinki University Hospital (HUS), Helsinki, Finland
| | - Yossra H S Zidi-Mouaffak
- Department of Pathology, University of Helsinki, Helsinki, Finland; Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland; Helsinki Biobank, Helsinki University Hospital (HUS), Helsinki, Finland
| | - Max Tamlander
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Sanni Ruotsalainen
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Elina Kilpeläinen
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Nina Mars
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland; Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | - Samuli Ripatti
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland; Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Clinicum, Department of Public Health, University of Helsinki, Helsinki, Finland
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland; Broad Institute of MIT and Harvard, Cambridge, Massachusetts; Psychiatric and Neurodevelopmental Genetics Unit, Department of Psychiatry, Analytic and Translational Genetics Unit, Department of Medicine, and the Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts
| | - Kati Donner
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Olli Carpén
- Department of Pathology, University of Helsinki, Helsinki, Finland; Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, Helsinki, Finland; Helsinki Biobank, Helsinki University Hospital (HUS), Helsinki, Finland
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Cramer EY, Bartlett J, Chan ER, Gaedigk A, Ratsimbasoa AC, Mehlotra RK, Williams SM, Zimmerman PA. Pharmacogenomic variation in the Malagasy population: implications for the antimalarial drug primaquine metabolism. Pharmacogenomics 2023; 24:583-597. [PMID: 37551613 PMCID: PMC10621762 DOI: 10.2217/pgs-2023-0091] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 07/11/2023] [Indexed: 08/09/2023] Open
Abstract
Aim: Antimalarial primaquine (PQ) eliminates liver hypnozoites of Plasmodium vivax. CYP2D6 gene variation contributes to PQ therapeutic failure. Additional gene variation may contribute to PQ efficacy. Information on pharmacogenomic variation in Madagascar, with vivax malaria and a unique population admixture, is scanty. Methods: The authors performed genome-wide genotyping of 55 Malagasy samples and analyzed data with a focus on a set of 28 pharmacogenes most relevant to PQ. Results: Mainly, the study identified 110 coding or splicing variants, including those that, based on previous studies in other populations, may be implicated in PQ response and copy number variation, specifically in chromosomal regions that contain pharmacogenes. Conclusion: With this pilot information, larger genome-wide association analyses with PQ metabolism and response are substantially more feasible.
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Affiliation(s)
- Estee Y Cramer
- Center for Global Health & Diseases, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
- Department of Biostatistics & Epidemiology, School of Public Health & Health Sciences, University of Massachusetts Amherst, Amherst, MA 01003, USA
| | - Jacquelaine Bartlett
- Population & Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
| | - Ernest R Chan
- Population & Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children's Mercy Research Institute (CMRI), Kansas City, MO 64108, USA
| | - Arsene C Ratsimbasoa
- University of Fianarantsoa, Fianarantsoa, Madagascar
- Centre National d'Application de Recherche Pharmaceutique (CNARP), Antananarivo, Madagascar
| | - Rajeev K Mehlotra
- Center for Global Health & Diseases, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
| | - Scott M Williams
- Population & Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
| | - Peter A Zimmerman
- Center for Global Health & Diseases, Case Western Reserve University School of Medicine, Cleveland, OH 44106, USA
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Siegel EM, Eschrich S, Winter K, Riggs B, Berglund A, Ajidahun A, Simko J, Moughan J, Ajani J, Magliocco A, Elahi A, Hoffe S, Shibata D. Epigenomic characterization of locally advanced anal cancer: a radiation therapy oncology group 98-11 specimen study. Dis Colon Rectum 2014; 57:941-57. [PMID: 25003289 PMCID: PMC4100249 DOI: 10.1097/dcr.0000000000000160] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
BACKGROUND The Radiation Therapy Oncology Group 98-11 clinical trial demonstrated the superiority of standard 5-fluorouracil/mitomycin-C over 5-fluorouracil/cisplatin in combination with radiation in the treatment of anal squamous cell cancer. Tumor size (>5 cm) and lymph node metastases are associated with disease progression. There may be key molecular differences (eg, DNA methylation changes) in tumors at high risk for progression. OBJECTIVE The objectives of this study were to determine whether there are differences in DNA methylation at individual CpG sites and within genes among locally advanced anal cancers, with large tumor size and/or nodal involvement, compared with those that are less advanced. DESIGN This was a case-case study among 121 patients defined as high risk (tumor size >5 cm and/or nodal involvement; n = 59) or low risk (≤5 cm, node negative; n = 62) within the mitomycin-C arm of the Radiation Therapy Oncology Group 98-11 trial. DNA methylation was measured using the Illumina HumanMethylation450 Array. SETTINGS The study was conducted in a tertiary care cancer center in collaboration with a national clinical trials cooperative group. PATIENTS The patients consisted of 74 women and 47 men with a median age of 54 years (range, 25-79 years). MAIN OUTCOME MEASURES DNA methylation differences at individual CpG sites and within genes between low- and high-risk patients were compared using the Mann-Whitney test (p < 0.001). RESULTS A total of 16 CpG loci were differentially methylated (14 increased and 2 decreased) in high- versus low-risk cases. Genes harboring differentially methylated CpG sites included known tumor suppressor genes and novel targets. LIMITATIONS This study only included patients in the mitomycin-C arm with tumor tissue; however, this sample was representative of the trial. CONCLUSIONS This is the first study to apply genome-wide methylation analysis to anal cancer. Biologically relevant differences in methylated targets were found to discriminate locally advanced from early anal cancer. Epigenetic events likely play a significant role in the progression of anal cancer and may serve as potential biomarkers.
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Affiliation(s)
- Erin M Siegel
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL
| | - Steven Eschrich
- Department of Biomedical Informatics, Moffitt Cancer Center, Tampa, FL
| | - Kathryn Winter
- Department of Statistics, Radiation Therapy Oncology Group, Philadelphia, PA and San Francisco, CA
| | - Bridget Riggs
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL
| | - Anders Berglund
- Department of Biomedical Informatics, Moffitt Cancer Center, Tampa, FL
| | - Abidemi Ajidahun
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL
| | - Jeff Simko
- Department of Biospecimen Resource, Radiation Therapy Oncology Group, Philadelphia, PA and San Francisco, CA
| | - Jennifer Moughan
- Department of Statistics, Radiation Therapy Oncology Group, Philadelphia, PA and San Francisco, CA
| | - Jaffer Ajani
- Department of Medical Oncology, MD Anderson Cancer Center, Houston, TX
| | | | - Abul Elahi
- Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL
| | - Sarah Hoffe
- Department of Radiation Oncology, Moffitt Cancer Center, Tampa, FL
| | - David Shibata
- Department of Cancer Epidemiology, Moffitt Cancer Center, Tampa, FL,Department of Gastrointestinal Oncology, Moffitt Cancer Center, Tampa, FL
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