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Grant Details

Grant Number: 5R01CA227237-03 Interpret this number
Primary Investigator: Gusev, Alexander
Organization: Dana-Farber Cancer Inst
Project Title: (PQ3) a Functional Genomic Approach to Identification and Interpretation of Germline-Tumor Genetic Interactions
Fiscal Year: 2020


Abstract

PROJECT SUMMARY/ABSTRACT Studies of germline genetic variation in cancer cases and controls as well as studies of somatic mutation have transformed our understanding of cancer etiology and lead to the development of life saving cancer interventions. However, even though tumor progression, evolution, and treatment response are influenced by both somatic and germline variation, these data have largely been examined in isolation. In this work, we propose to integrate extensive data collection, novel statistical methods, and cutting-edge functional validation to discover and characterize somatic-germline interactions in a pan-cancer study. Results from our work will significantly benefit both cancer researcher and multiple medical research discipline more broadly. Within the cancer genetics field, identifying somatic-germline interactions will help (i) identify new classes of drugs targets causally upstream of those identified through somatic driver mutations, (ii) precisely treat patients by selecting interventions the basis of germline and somatic genetics as well as tumor RNA- sequencing, (iii) improve risk profiling, especially for tumor recurrence and outcomes, and (iv) develop hypotheses of the germline risk variants mechanism, especially for non-coding variants. To accomplish these goals, we will leverage tumor sequencing from the DFCI Profile Project together with recent innovations in variant imputation to assemble the largest (N>25,000) pan-cancer germline-somatic cohort to date. We will develop novel statistical and computational methods to maximize the value of these data. Because over 90% of germline genetic variation associated with cancer risk and outcomes is in non- coding regions of the genome we especially focus on integration of functional genomic sequencing from both tumor and normal tissues. Our methods will be capable of modelling proximal germline-somatic interactions as well as distal effects of germline variation on trans and global somatic changes. Furthermore, by focusing largely on RNA-sequencing we investigate a gene-centric model that provides specific hypotheses for mechanism that are readily validated via our experimental follow-up of non-coding variation that is otherwise difficult to interpret.



Publications

MSGene: a multistate model using genetic risk and the electronic health record applied to lifetime risk of coronary artery disease.
Authors: Urbut S.M. , Yeung M.W. , Khurshid S. , Cho S.M.J. , Schuermans A. , German J. , Taraszka K. , Paruchuri K. , Fahed A.C. , Ellinor P.T. , et al. .
Source: Nature Communications, 2024-06-07 00:00:00.0; 15(1), p. 4884.
EPub date: 2024-06-07 00:00:00.0.
PMID: 38849421
Related Citations

A comprehensive analysis of clinical and polygenic germline influences on somatic mutational burden.
Authors: Taraszka K. , Groha S. , King D. , Tell R. , White K. , Ziv E. , Zaitlen N. , Gusev A. .
Source: American Journal Of Human Genetics, 2024-02-01 00:00:00.0; 111(2), p. 242-258.
EPub date: 2024-01-10 00:00:00.0.
PMID: 38211585
Related Citations

A Polygenic Risk Score for Predicting Racial and Genetic Susceptibility to Prurigo Nodularis.
Authors: Vasavda C. , Wan G. , Szeto M.D. , Marani M. , Sutaria N. , Rajeh A. , Lu C. , Lee K.K. , Nguyen N.T.T. , Adawi W. , et al. .
Source: The Journal Of Investigative Dermatology, 2023 Dec; 143(12), p. 2416-2426.e1.
EPub date: 2023-05-26 00:00:00.0.
PMID: 37245863
Related Citations

A Polygenic Risk Score for Predicting Racial and Genetic Susceptibility to Prurigo Nodularis.
Authors: Vasavda C. , Wan G. , Szeto M.D. , Marani M. , Sutaria N. , Rajeh A. , Lu C. , Lee K.K. , Nguyen N.T.T. , Adawi W. , et al. .
Source: The Journal Of Investigative Dermatology, 2023 Dec; 143(12), p. 2416-2426.e1.
EPub date: 2023-05-26 00:00:00.0.
PMID: 37245863
Related Citations

MSGene: Derivation and validation of a multistate model for lifetime risk of coronary artery disease using genetic risk and the electronic health record.
Authors: Urbut S.M. , Yeung M.W. , Khurshid S. , Cho S.M.J. , Schuermans A. , German J. , Taraszka K. , Fahed A.C. , Ellinor P. , Trinquart L. , et al. .
Source: Medrxiv : The Preprint Server For Health Sciences, 2023-11-08 00:00:00.0; , .
EPub date: 2023-11-08 00:00:00.0.
PMID: 37986972
Related Citations

A biallelic multiple nucleotide length polymorphism explains functional causality at 5p15.33 prostate cancer risk locus.
Authors: Spisak S. , Tisza V. , Nuzzo P.V. , Seo J.H. , Pataki B. , Ribli D. , Sztupinszki Z. , Bell C. , Rohanizadegan M. , Stillman D.R. , et al. .
Source: Nature Communications, 2023-08-23 00:00:00.0; 14(1), p. 5118.
EPub date: 2023-08-23 00:00:00.0.
PMID: 37612286
Related Citations

Machine learning for genetics-based classification and treatment response prediction in cancer of unknown primary.
Authors: Moon I. , LoPiccolo J. , Baca S.C. , Sholl L.M. , Kehl K.L. , Hassett M.J. , Liu D. , Schrag D. , Gusev A. .
Source: Nature Medicine, 2023-08-07 00:00:00.0; , .
EPub date: 2023-08-07 00:00:00.0.
PMID: 37550415
Related Citations

Germline mechanisms of immunotherapy toxicities in the era of genome-wide association studies.
Authors: Gusev A. .
Source: Immunological Reviews, 2023-07-28 00:00:00.0; , .
EPub date: 2023-07-28 00:00:00.0.
PMID: 37515388
Related Citations

Disease risk and healthcare utilization among ancestrally diverse groups in the Los Angeles region.
Authors: Caggiano C. , Boudaie A. , Shemirani R. , Mefford J. , Petter E. , Chiu A. , Ercelen D. , He R. , Tward D. , Paul K.C. , et al. .
Source: Nature Medicine, 2023 Jul; 29(7), p. 1845-1856.
EPub date: 2023-07-18 00:00:00.0.
PMID: 37464048
Related Citations

Germline cancer gene expression quantitative trait loci are associated with local and global tumor mutations.
Authors: Liu Y. , Gusev A. , Kraft P. .
Source: Cancer Research, 2023-02-06 00:00:00.0; , .
EPub date: 2023-02-06 00:00:00.0.
PMID: 36745477
Related Citations

Epigenomic charting and functional annotation of risk loci in renal cell carcinoma.
Authors: Nassar A.H. , Abou Alaiwi S. , Baca S.C. , Adib E. , Corona R.I. , Seo J.H. , Fonseca M.A.S. , Spisak S. , El Zarif T. , Tisza V. , et al. .
Source: Nature Communications, 2023-01-21 00:00:00.0; 14(1), p. 346.
EPub date: 2023-01-21 00:00:00.0.
PMID: 36681680
Related Citations

Utilizing Electronic Health Records (EHR) and Tumor Panel Sequencing to Demystify Prognosis of Cancer of Unknown Primary (CUP) patients.
Authors: Moon I. , LoPiccolo J. , Baca S.C. , Sholl L.M. , Kehl K.L. , Hassett M.J. , Liu D. , Schrag D. , Gusev A. .
Source: Research Square, 2023-01-10 00:00:00.0; , .
EPub date: 2023-01-10 00:00:00.0.
PMID: 36711812
Related Citations

Germline variants associated with toxicity to immune checkpoint blockade.
Authors: Groha S. , Alaiwi S.A. , Xu W. , Naranbhai V. , Nassar A.H. , Bakouny Z. , El Zarif T. , Saliby R.M. , Wan G. , Rajeh A. , et al. .
Source: Nature Medicine, 2022-12-16 00:00:00.0; , .
EPub date: 2022-12-16 00:00:00.0.
PMID: 36526723
Related Citations

Cross-trait assortative mating is widespread and inflates genetic correlation estimates.
Authors: Border R. , Athanasiadis G. , Buil A. , Schork A.J. , Cai N. , Young A.I. , Werge T. , Flint J. , Kendler K.S. , Sankararaman S. , et al. .
Source: Science (new York, N.y.), 2022-11-18 00:00:00.0; 378(6621), p. 754-761.
EPub date: 2022-11-17 00:00:00.0.
PMID: 36395242
Related Citations

Ancestry-driven recalibration of tumor mutational burden and disparate clinical outcomes in response to immune checkpoint inhibitors.
Authors: Nassar A.H. , Adib E. , Abou Alaiwi S. , El Zarif T. , Groha S. , Akl E.W. , Nuzzo P.V. , Mouhieddine T.H. , Perea-Chamblee T. , Taraszka K. , et al. .
Source: Cancer Cell, 2022-10-10 00:00:00.0; 40(10), p. 1161-1172.e5.
EPub date: 2022-09-29 00:00:00.0.
PMID: 36179682
Related Citations

Genetic determinants of chromatin reveal prostate cancer risk mediated by context-dependent gene regulation.
Authors: Baca S.C. , Singler C. , Zacharia S. , Seo J.H. , Morova T. , Hach F. , Ding Y. , Schwarz T. , Huang C.F. , Anderson J. , et al. .
Source: Nature Genetics, 2022 Sep; 54(9), p. 1364-1375.
EPub date: 2022-09-07 00:00:00.0.
PMID: 36071171
Related Citations

DeCAF: a novel method to identify cell-type specific regulatory variants and their role in cancer risk.
Authors: Kalita C.A. , Gusev A. .
Source: Genome Biology, 2022-07-08 00:00:00.0; 23(1), p. 152.
EPub date: 2022-07-08 00:00:00.0.
PMID: 35804456
Related Citations

Germline predisposition to pediatric Ewing sarcoma is characterized by inherited pathogenic variants in DNA damage repair genes.
Authors: Gillani R. , Camp S.Y. , Han S. , Jones J.K. , Chu H. , O'Brien S. , Young E.L. , Hayes L. , Mitchell G. , Fowler T. , et al. .
Source: American Journal Of Human Genetics, 2022-06-02 00:00:00.0; 109(6), p. 1026-1037.
EPub date: 2022-05-04 00:00:00.0.
PMID: 35512711
Related Citations

Allelic imbalance of chromatin accessibility in cancer identifies candidate causal risk variants and their mechanisms.
Authors: Grishin D. , Gusev A. .
Source: Nature Genetics, 2022 Jun; 54(6), p. 837-849.
EPub date: 2022-06-13 00:00:00.0.
PMID: 35697866
Related Citations

Single-cell RNA-seq reveals cell type-specific molecular and genetic associations to lupus.
Authors: Perez R.K. , Gordon M.G. , Subramaniam M. , Kim M.C. , Hartoularos G.C. , Targ S. , Sun Y. , Ogorodnikov A. , Bueno R. , Lu A. , et al. .
Source: Science (new York, N.y.), 2022-04-08 00:00:00.0; 376(6589), p. eabf1970.
EPub date: 2022-04-08 00:00:00.0.
PMID: 35389781
Related Citations

Somatic mutational profiles and germline polygenic risk scores in human cancer.
Authors: Liu Y. , Gusev A. , Heng Y.J. , Alexandrov L.B. , Kraft P. .
Source: Genome Medicine, 2022-02-11 00:00:00.0; 14(1), p. 14.
EPub date: 2022-02-11 00:00:00.0.
PMID: 35144655
Related Citations

HLA-A*03 and response to immune checkpoint blockade in cancer: an epidemiological biomarker study.
Authors: Naranbhai V. , Viard M. , Dean M. , Groha S. , Braun D.A. , Labaki C. , Shukla S.A. , Yuki Y. , Shah P. , Chin K. , et al. .
Source: The Lancet. Oncology, 2022 01; 23(1), p. 172-184.
EPub date: 2021-12-09 00:00:00.0.
PMID: 34895481
Related Citations

H3K27ac HiChIP in prostate cell lines identifies risk genes for prostate cancer susceptibility.
Authors: Giambartolomei C. , Seo J.H. , Schwarz T. , Freund M.K. , Johnson R.D. , Spisak S. , Baca S.C. , Gusev A. , Mancuso N. , Pasaniuc B. , et al. .
Source: American Journal Of Human Genetics, 2021-12-02 00:00:00.0; 108(12), p. 2284-2300.
EPub date: 2021-11-24 00:00:00.0.
PMID: 34822763
Related Citations

Massively parallel analysis of human 3' UTRs reveals that AU-rich element length and registration predict mRNA destabilization.
Authors: Siegel D.A. , Tonqueze O.L. , Biton A. , Zaitlen N. , Erle D.J. .
Source: G3 (bethesda, Md.), 2021-11-29 00:00:00.0; , .
EPub date: 2021-11-29 00:00:00.0.
PMID: 34849835
Related Citations

Constructing germline research cohorts from the discarded reads of clinical tumor sequences.
Authors: Gusev A. , Groha S. , Taraszka K. , Semenov Y.R. , Zaitlen N. .
Source: Genome Medicine, 2021-11-08 00:00:00.0; 13(1), p. 179.
EPub date: 2021-11-08 00:00:00.0.
PMID: 34749793
Related Citations

Allele-specific epigenetic activity in prostate cancer and normal prostate tissue implicates prostate cancer risk mechanisms.
Authors: Shetty A. , Seo J.H. , Bell C.A. , O'Connor E.P. , Pomerantz M.M. , Freedman M.L. , Gusev A. .
Source: American Journal Of Human Genetics, 2021-11-04 00:00:00.0; 108(11), p. 2071-2085.
EPub date: 2021-10-25 00:00:00.0.
PMID: 34699744
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Immunotherapy-Mediated Thyroid Dysfunction: Genetic Risk and Impact on Outcomes with PD-1 Blockade in Non-Small Cell Lung Cancer.
Authors: Luo J. , Martucci V.L. , Quandt Z. , Groha S. , Murray M.H. , Lovly C.M. , Rizvi H. , Egger J.V. , Plodkowski A.J. , Abu-Akeel M. , et al. .
Source: Clinical Cancer Research : An Official Journal Of The American Association For Cancer Research, 2021-09-15 00:00:00.0; 27(18), p. 5131-5140.
EPub date: 2021-07-08 00:00:00.0.
PMID: 34244291
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CDKN2A Alterations and Response to Immunotherapy in Solid Tumors.
Authors: Adib E. , Nassar A.H. , Akl E.W. , Abou Alaiwi S. , Nuzzo P.V. , Mouhieddine T.H. , Sonpavde G. , Haddad R.I. , Mouw K.W. , Giannakis M. , et al. .
Source: Clinical Cancer Research : An Official Journal Of The American Association For Cancer Research, 2021-07-15 00:00:00.0; 27(14), p. 4025-4035.
EPub date: 2021-06-01 00:00:00.0.
PMID: 34074656
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Multitrait transcriptome-wide association study (TWAS) tests.
Authors: Feng H. , Mancuso N. , Pasaniuc B. , Kraft P. .
Source: Genetic Epidemiology, 2021-06-03 00:00:00.0; , .
EPub date: 2021-06-03 00:00:00.0.
PMID: 34082479
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Comprehensive cell type decomposition of circulating cell-free DNA with CelFiE.
Authors: Caggiano C. , Celona B. , Garton F. , Mefford J. , Black B.L. , Henderson R. , Lomen-Hoerth C. , Dahl A. , Zaitlen N. .
Source: Nature Communications, 2021-05-11 00:00:00.0; 12(1), p. 2717.
EPub date: 2021-05-11 00:00:00.0.
PMID: 33976150
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A model and test for coordinated polygenic epistasis in complex traits.
Authors: Sheppard B. , Rappoport N. , Loh P.R. , Sanders S.J. , Zaitlen N. , Dahl A. .
Source: Proceedings Of The National Academy Of Sciences Of The United States Of America, 2021-04-13 00:00:00.0; 118(15), .
PMID: 33833052
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Leveraging expression from multiple tissues using sparse canonical correlation analysis and aggregate tests improves the power of transcriptome-wide association studies.
Authors: Feng H. , Mancuso N. , Gusev A. , Majumdar A. , Major M. , Pasaniuc B. , Kraft P. .
Source: Plos Genetics, 2021 Apr; 17(4), p. e1008973.
EPub date: 2021-04-08 00:00:00.0.
PMID: 33831007
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Ancestry-associated transcriptomic profiles of breast cancer in patients of African, Arab, and European ancestry.
Authors: Roelands J. , Mall R. , Almeer H. , Thomas R. , Mohamed M.G. , Bedri S. , Al-Bader S.B. , Junejo K. , Ziv E. , Sayaman R.W. , et al. .
Source: Npj Breast Cancer, 2021-02-08 00:00:00.0; 7(1), p. 10.
EPub date: 2021-02-08 00:00:00.0.
PMID: 33558495
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Disentangling selection on genetically correlated polygenic traits via whole-genome genealogies.
Authors: Stern A.J. , Speidel L. , Zaitlen N.A. , Nielsen R. .
Source: American Journal Of Human Genetics, 2021-02-04 00:00:00.0; 108(2), p. 219-239.
EPub date: 2021-01-12 00:00:00.0.
PMID: 33440170
Related Citations

Germline Testing Data Validate Inferences of Mutational Status for Variants Detected From Tumor-Only Sequencing.
Authors: Jalloul N. , Gomy I. , Stokes S. , Gusev A. , Johnson B.E. , Lindeman N.I. , Macconaill L. , Ganesan S. , Garber J.E. , Khiabanian H. .
Source: Jco Precision Oncology, 2021; 5, .
EPub date: 2021-11-17 00:00:00.0.
PMID: 34820595
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Genetic Ancestry Contributes to Somatic Mutations in Lung Cancers from Admixed Latin American Populations.
Authors: Carrot-Zhang J. , Soca-Chafre G. , Patterson N. , Thorner A.R. , Nag A. , Watson J. , Genovese G. , Rodriguez J. , Gelbard M.K. , Corrales-Rodriguez L. , et al. .
Source: Cancer Discovery, 2020-12-02 00:00:00.0; , .
EPub date: 2020-12-02 00:00:00.0.
PMID: 33268447
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Modeling epistasis in mice and yeast using the proportion of two or more distinct genetic backgrounds: Evidence for "polygenic epistasis".
Authors: Rau C.D. , Gonzales N.M. , Bloom J.S. , Park D. , Ayroles J. , Palmer A.A. , Lusis A.J. , Zaitlen N. .
Source: Plos Genetics, 2020 10; 16(10), p. e1009165.
EPub date: 2020-10-26 00:00:00.0.
PMID: 33104702
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GBAT: a gene-based association test for robust detection of trans-gene regulation.
Authors: Liu X. , Mefford J.A. , Dahl A. , He Y. , Subramaniam M. , Battle A. , Price A.L. , Zaitlen N. .
Source: Genome Biology, 2020-08-24 00:00:00.0; 21(1), p. 211.
EPub date: 2020-08-24 00:00:00.0.
PMID: 32831138
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A rare variant of African ancestry activates 8q24 lncRNA hub by modulating cancer associated enhancer.
Authors: Walavalkar K. , Saravanan B. , Singh A.K. , Jayani R.S. , Nair A. , Farooq U. , Islam Z. , Soota D. , Mann R. , Shivaprasad P.V. , et al. .
Source: Nature Communications, 2020-07-17 00:00:00.0; 11(1), p. 3598.
EPub date: 2020-07-17 00:00:00.0.
PMID: 32680982
Related Citations

Secure large-scale genome-wide association studies using homomorphic encryption.
Authors: Blatt M. , Gusev A. , Polyakov Y. , Goldwasser S. .
Source: Proceedings Of The National Academy Of Sciences Of The United States Of America, 2020-05-26 00:00:00.0; 117(21), p. 11608-11613.
EPub date: 2020-05-12 00:00:00.0.
PMID: 32398369
Related Citations

Quantifying genetic effects on disease mediated by assayed gene expression levels.
Authors: Yao D.W. , O'Connor L.J. , Price A.L. , Gusev A. .
Source: Nature Genetics, 2020-05-18 00:00:00.0; , .
EPub date: 2020-05-18 00:00:00.0.
PMID: 32424349
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Comprehensive Analysis of Genetic Ancestry and Its Molecular Correlates in Cancer.
Authors: Carrot-Zhang J. , Chambwe N. , Damrauer J.S. , Knijnenburg T.A. , Robertson A.G. , Yau C. , Zhou W. , Berger A.C. , Huang K.L. , Newberg J.Y. , et al. .
Source: Cancer Cell, 2020-05-11 00:00:00.0; 37(5), p. 639-654.e6.
PMID: 32396860
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Human Epidermal Growth Factor Receptor 2-Positive Breast Cancer Is Associated with Indigenous American Ancestry in Latin American Women.
Authors: Marker K.M. , Zavala V.A. , Vidaurre T. , Lott P.C. , Vásquez J.N. , Casavilca-Zambrano S. , Calderón M. , Abugattas J.E. , Gómez H.L. , Fuentes H.A. , et al. .
Source: Cancer Research, 2020-05-01 00:00:00.0; 80(9), p. 1893-1901.
EPub date: 2020-04-03 00:00:00.0.
PMID: 32245796
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Whole-Genome and RNA Sequencing Reveal Variation and Transcriptomic Coordination in the Developing Human Prefrontal Cortex.
Authors: Werling D.M. , Pochareddy S. , Choi J. , An J.Y. , Sheppard B. , Peng M. , Li Z. , Dastmalchi C. , Santpere G. , Sousa A.M.M. , et al. .
Source: Cell Reports, 2020-04-07 00:00:00.0; 31(1), p. 107489.
PMID: 32268104
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The Association of Modifiable Breast Cancer Risk Factors and Somatic Genomic Alterations in Breast Tumors: The Cancer Genome Atlas Network.
Authors: Heng Y.J. , Hankinson S.E. , Wang J. , Alexandrov L.B. , Ambrosone C.B. , de Andrade V.P. , Brufsky A.M. , Couch F.J. , King T.A. , Modugno F. , et al. .
Source: Cancer Epidemiology, Biomarkers & Prevention : A Publication Of The American Association For Cancer Research, Cosponsored By The American Society Of Preventive Oncology, 2020 03; 29(3), p. 599-605.
EPub date: 2020-01-13 00:00:00.0.
PMID: 31932411
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Efficient Estimation and Applications of Cross-Validated Genetic Predictions to Polygenic Risk Scores and Linear Mixed Models.
Authors: Mefford J. , Park D. , Zheng Z. , Ko A. , Ala-Korpela M. , Laakso M. , Pajukanta P. , Yang J. , Witte J. , Zaitlen N. .
Source: Journal Of Computational Biology : A Journal Of Computational Molecular Cell Biology, 2020-02-20 00:00:00.0; , .
EPub date: 2020-02-20 00:00:00.0.
PMID: 32077750
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Allele-Specific QTL Fine Mapping with PLASMA.
Authors: Wang A.T. , Shetty A. , O'Connor E. , Bell C. , Pomerantz M.M. , Freedman M.L. , Gusev A. .
Source: American Journal Of Human Genetics, 2020-02-06 00:00:00.0; 106(2), p. 170-187.
EPub date: 2020-01-30 00:00:00.0.
PMID: 32004450
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A Robust Method Uncovers Significant Context-Specific Heritability in Diverse Complex Traits.
Authors: Dahl A. , Nguyen K. , Cai N. , Gandal M.J. , Flint J. , Zaitlen N. .
Source: American Journal Of Human Genetics, 2020-01-02 00:00:00.0; 106(1), p. 71-91.
PMID: 31901249
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A comprehensive study of metabolite genetics reveals strong pleiotropy and heterogeneity across time and context.
Authors: Gallois A. , Mefford J. , Ko A. , Vaysse A. , Julienne H. , Ala-Korpela M. , Laakso M. , Zaitlen N. , Pajukanta P. , Aschard H. .
Source: Nature Communications, 2019-10-21 00:00:00.0; 10(1), p. 4788.
EPub date: 2019-10-21 00:00:00.0.
PMID: 31636271
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Ultrarare variants drive substantial cis heritability of human gene expression.
Authors: Hernandez R.D. , Uricchio L.H. , Hartman K. , Ye C. , Dahl A. , Zaitlen N. .
Source: Nature Genetics, 2019 09; 51(9), p. 1349-1355.
EPub date: 2019-09-02 00:00:00.0.
PMID: 31477931
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