Literature DB >> 27565998

Breast cancer risk prediction using a clinical risk model and polygenic risk score.

Yiwey Shieh1, Donglei Hu2, Lin Ma3, Scott Huntsman2, Charlotte C Gard4, Jessica W T Leung5, Jeffrey A Tice2, Celine M Vachon6, Steven R Cummings7, Karla Kerlikowske8,9, Elad Ziv2.   

Abstract

Breast cancer risk assessment can inform the use of screening and prevention modalities. We investigated the performance of the Breast Cancer Surveillance Consortium (BCSC) risk model in combination with a polygenic risk score (PRS) comprised of 83 single nucleotide polymorphisms identified from genome-wide association studies. We conducted a nested case-control study of 486 cases and 495 matched controls within a screening cohort. The PRS was calculated using a Bayesian approach. The contributions of the PRS and variables in the BCSC model to breast cancer risk were tested using conditional logistic regression. Discriminatory accuracy of the models was compared using the area under the receiver operating characteristic curve (AUROC). Increasing quartiles of the PRS were positively associated with breast cancer risk, with OR 2.54 (95 % CI 1.69-3.82) for breast cancer in the highest versus lowest quartile. In a multivariable model, the PRS, family history, and breast density remained strong risk factors. The AUROC of the PRS was 0.60 (95 % CI 0.57-0.64), and an Asian-specific PRS had AUROC 0.64 (95 % CI 0.53-0.74). A combined model including the BCSC risk factors and PRS had better discrimination than the BCSC model (AUROC 0.65 versus 0.62, p = 0.01). The BCSC-PRS model classified 18 % of cases as high-risk (5-year risk ≥3 %), compared with 7 % using the BCSC model. The PRS improved discrimination of the BCSC risk model and classified more cases as high-risk. Further consideration of the PRS's role in decision-making around screening and prevention strategies is merited.

Entities:  

Keywords:  Breast cancer; Cancer surveillance and screening; Risk assessment; Single nucleotide polymorphisms

Mesh:

Year:  2016        PMID: 27565998      PMCID: PMC5033764          DOI: 10.1007/s10549-016-3953-2

Source DB:  PubMed          Journal:  Breast Cancer Res Treat        ISSN: 0167-6806            Impact factor:   4.872


  43 in total

1.  Body size, mammographic density, and breast cancer risk.

Authors:  Norman F Boyd; Lisa J Martin; Limei Sun; Helen Guo; Anna Chiarelli; Greg Hislop; Martin Yaffe; Salomon Minkin
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2006-11       Impact factor: 4.254

2.  Genetic/Familial High-Risk Assessment: Breast and Ovarian, Version 2.2015.

Authors:  Mary B Daly; Robert Pilarski; Jennifer E Axilbund; Michael Berry; Saundra S Buys; Beth Crawford; Meagan Farmer; Susan Friedman; Judy E Garber; Seema Khan; Catherine Klein; Wendy Kohlmann; Allison Kurian; Jennifer K Litton; Lisa Madlensky; P Kelly Marcom; Sofia D Merajver; Kenneth Offit; Tuya Pal; Huma Rana; Gwen Reiser; Mark E Robson; Kristen Mahoney Shannon; Elizabeth Swisher; Nicoleta C Voian; Jeffrey N Weitzel; Alison Whelan; Myra J Wick; Georgia L Wiesner; Mary Dwyer; Rashmi Kumar; Susan Darlow
Journal:  J Natl Compr Canc Netw       Date:  2016-02       Impact factor: 11.908

3.  Refining clinical diagnosis with likelihood ratios.

Authors:  David A Grimes; Kenneth F Schulz
Journal:  Lancet       Date:  2005 Apr 23-29       Impact factor: 79.321

4.  Breast cancer genetic risk profile is differentially associated with interval and screen-detected breast cancers.

Authors:  J Li; J Holm; J Bergh; M Eriksson; H Darabi; L S Lindström; S Törnberg; P Hall; K Czene
Journal:  Ann Oncol       Date:  2014-12-08       Impact factor: 32.976

5.  Breast Cancer Risk Prediction Using Clinical Models and 77 Independent Risk-Associated SNPs for Women Aged Under 50 Years: Australian Breast Cancer Family Registry.

Authors:  Gillian S Dite; Robert J MacInnis; Adrian Bickerstaffe; James G Dowty; Richard Allman; Carmel Apicella; Roger L Milne; Helen Tsimiklis; Kelly-Anne Phillips; Graham G Giles; Mary Beth Terry; Melissa C Southey; John L Hopper
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2015-12-16       Impact factor: 4.254

6.  A meta-analysis of genome-wide association studies of breast cancer identifies two novel susceptibility loci at 6q14 and 20q11.

Authors:  Afshan Siddiq; Fergus J Couch; Gary K Chen; Sara Lindström; Diana Eccles; Robert C Millikan; Kyriaki Michailidou; Daniel O Stram; Lars Beckmann; Suhn Kyong Rhie; Christine B Ambrosone; Kristiina Aittomäki; Pilar Amiano; Carmel Apicella; Laura Baglietto; Elisa V Bandera; Matthias W Beckmann; Christine D Berg; Leslie Bernstein; Carl Blomqvist; Hiltrud Brauch; Louise Brinton; Quang M Bui; Julie E Buring; Saundra S Buys; Daniele Campa; Jane E Carpenter; Daniel I Chasman; Jenny Chang-Claude; Constance Chen; Françoise Clavel-Chapelon; Angela Cox; Simon S Cross; Kamila Czene; Sandra L Deming; Robert B Diasio; W Ryan Diver; Alison M Dunning; Lorraine Durcan; Arif B Ekici; Peter A Fasching; Heather Spencer Feigelson; Laura Fejerman; Jonine D Figueroa; Olivia Fletcher; Dieter Flesch-Janys; Mia M Gaudet; Susan M Gerty; Jorge L Rodriguez-Gil; Graham G Giles; Carla H van Gils; Andrew K Godwin; Nikki Graham; Dario Greco; Per Hall; Susan E Hankinson; Arndt Hartmann; Rebecca Hein; Judith Heinz; Robert N Hoover; John L Hopper; Jennifer J Hu; Scott Huntsman; Sue A Ingles; Astrid Irwanto; Claudine Isaacs; Kevin B Jacobs; Esther M John; Christina Justenhoven; Rudolf Kaaks; Laurence N Kolonel; Gerhard A Coetzee; Mark Lathrop; Loic Le Marchand; Adam M Lee; I-Min Lee; Timothy Lesnick; Peter Lichtner; Jianjun Liu; Eiliv Lund; Enes Makalic; Nicholas G Martin; Catriona A McLean; Hanne Meijers-Heijboer; Alfons Meindl; Penelope Miron; Kristine R Monroe; Grant W Montgomery; Bertram Müller-Myhsok; Stefan Nickels; Sarah J Nyante; Curtis Olswold; Kim Overvad; Domenico Palli; Daniel J Park; Julie R Palmer; Harsh Pathak; Julian Peto; Paul Pharoah; Nazneen Rahman; Fernando Rivadeneira; Daniel F Schmidt; Rita K Schmutzler; Susan Slager; Melissa C Southey; Kristen N Stevens; Hans-Peter Sinn; Michael F Press; Eric Ross; Elio Riboli; Paul M Ridker; Fredrick R Schumacher; Gianluca Severi; Isabel Dos Santos Silva; Jennifer Stone; Malin Sund; William J Tapper; Michael J Thun; Ruth C Travis; Clare Turnbull; Andre G Uitterlinden; Quinten Waisfisz; Xianshu Wang; Zhaoming Wang; Joellen Weaver; Rüdiger Schulz-Wendtland; Lynne R Wilkens; David Van Den Berg; Wei Zheng; Regina G Ziegler; Elad Ziv; Heli Nevanlinna; Douglas F Easton; David J Hunter; Brian E Henderson; Stephen J Chanock; Montserrat Garcia-Closas; Peter Kraft; Christopher A Haiman; Celine M Vachon
Journal:  Hum Mol Genet       Date:  2012-09-13       Impact factor: 6.150

7.  Novel breast cancer susceptibility locus at 9q31.2: results of a genome-wide association study.

Authors:  Olivia Fletcher; Nichola Johnson; Nick Orr; Fay J Hosking; Lorna J Gibson; Kate Walker; Diana Zelenika; Ivo Gut; Simon Heath; Claire Palles; Ben Coupland; Peter Broderick; Minouk Schoemaker; Michael Jones; Jill Williamson; Sarah Chilcott-Burns; Katarzyna Tomczyk; Gemma Simpson; Kevin B Jacobs; Stephen J Chanock; David J Hunter; Ian P Tomlinson; Anthony Swerdlow; Alan Ashworth; Gillian Ross; Isabel dos Santos Silva; Mark Lathrop; Richard S Houlston; Julian Peto
Journal:  J Natl Cancer Inst       Date:  2011-01-24       Impact factor: 13.506

8.  Genome-wide association study in BRCA1 mutation carriers identifies novel loci associated with breast and ovarian cancer risk.

Authors:  Fergus J Couch; Xianshu Wang; Lesley McGuffog; Andrew Lee; Curtis Olswold; Karoline B Kuchenbaecker; Penny Soucy; Zachary Fredericksen; Daniel Barrowdale; Joe Dennis; Mia M Gaudet; Ed Dicks; Matthew Kosel; Sue Healey; Olga M Sinilnikova; Adam Lee; François Bacot; Daniel Vincent; Frans B L Hogervorst; Susan Peock; Dominique Stoppa-Lyonnet; Anna Jakubowska; Paolo Radice; Rita Katharina Schmutzler; Susan M Domchek; Marion Piedmonte; Christian F Singer; Eitan Friedman; Mads Thomassen; Thomas V O Hansen; Susan L Neuhausen; Csilla I Szabo; Ignacio Blanco; Mark H Greene; Beth Y Karlan; Judy Garber; Catherine M Phelan; Jeffrey N Weitzel; Marco Montagna; Edith Olah; Irene L Andrulis; Andrew K Godwin; Drakoulis Yannoukakos; David E Goldgar; Trinidad Caldes; Heli Nevanlinna; Ana Osorio; Mary Beth Terry; Mary B Daly; Elizabeth J van Rensburg; Ute Hamann; Susan J Ramus; Amanda Ewart Toland; Maria A Caligo; Olufunmilayo I Olopade; Nadine Tung; Kathleen Claes; Mary S Beattie; Melissa C Southey; Evgeny N Imyanitov; Marc Tischkowitz; Ramunas Janavicius; Esther M John; Ava Kwong; Orland Diez; Judith Balmaña; Rosa B Barkardottir; Banu K Arun; Gad Rennert; Soo-Hwang Teo; Patricia A Ganz; Ian Campbell; Annemarie H van der Hout; Carolien H M van Deurzen; Caroline Seynaeve; Encarna B Gómez Garcia; Flora E van Leeuwen; Hanne E J Meijers-Heijboer; Johannes J P Gille; Margreet G E M Ausems; Marinus J Blok; Marjolijn J L Ligtenberg; Matti A Rookus; Peter Devilee; Senno Verhoef; Theo A M van Os; Juul T Wijnen; Debra Frost; Steve Ellis; Elena Fineberg; Radka Platte; D Gareth Evans; Louise Izatt; Rosalind A Eeles; Julian Adlard; Diana M Eccles; Jackie Cook; Carole Brewer; Fiona Douglas; Shirley Hodgson; Patrick J Morrison; Lucy E Side; Alan Donaldson; Catherine Houghton; Mark T Rogers; Huw Dorkins; Jacqueline Eason; Helen Gregory; Emma McCann; Alex Murray; Alain Calender; Agnès Hardouin; Pascaline Berthet; Capucine Delnatte; Catherine Nogues; Christine Lasset; Claude Houdayer; Dominique Leroux; Etienne Rouleau; Fabienne Prieur; Francesca Damiola; Hagay Sobol; Isabelle Coupier; Laurence Venat-Bouvet; Laurent Castera; Marion Gauthier-Villars; Mélanie Léoné; Pascal Pujol; Sylvie Mazoyer; Yves-Jean Bignon; Elżbieta Złowocka-Perłowska; Jacek Gronwald; Jan Lubinski; Katarzyna Durda; Katarzyna Jaworska; Tomasz Huzarski; Amanda B Spurdle; Alessandra Viel; Bernard Peissel; Bernardo Bonanni; Giulia Melloni; Laura Ottini; Laura Papi; Liliana Varesco; Maria Grazia Tibiletti; Paolo Peterlongo; Sara Volorio; Siranoush Manoukian; Valeria Pensotti; Norbert Arnold; Christoph Engel; Helmut Deissler; Dorothea Gadzicki; Andrea Gehrig; Karin Kast; Kerstin Rhiem; Alfons Meindl; Dieter Niederacher; Nina Ditsch; Hansjoerg Plendl; Sabine Preisler-Adams; Stefanie Engert; Christian Sutter; Raymonda Varon-Mateeva; Barbara Wappenschmidt; Bernhard H F Weber; Brita Arver; Marie Stenmark-Askmalm; Niklas Loman; Richard Rosenquist; Zakaria Einbeigi; Katherine L Nathanson; Timothy R Rebbeck; Stephanie V Blank; David E Cohn; Gustavo C Rodriguez; Laurie Small; Michael Friedlander; Victoria L Bae-Jump; Anneliese Fink-Retter; Christine Rappaport; Daphne Gschwantler-Kaulich; Georg Pfeiler; Muy-Kheng Tea; Noralane M Lindor; Bella Kaufman; Shani Shimon Paluch; Yael Laitman; Anne-Bine Skytte; Anne-Marie Gerdes; Inge Sokilde Pedersen; Sanne Traasdahl Moeller; Torben A Kruse; Uffe Birk Jensen; Joseph Vijai; Kara Sarrel; Mark Robson; Noah Kauff; Anna Marie Mulligan; Gord Glendon; Hilmi Ozcelik; Bent Ejlertsen; Finn C Nielsen; Lars Jønson; Mette K Andersen; Yuan Chun Ding; Linda Steele; Lenka Foretova; Alex Teulé; Conxi Lazaro; Joan Brunet; Miquel Angel Pujana; Phuong L Mai; Jennifer T Loud; Christine Walsh; Jenny Lester; Sandra Orsulic; Steven A Narod; Josef Herzog; Sharon R Sand; Silvia Tognazzo; Simona Agata; Tibor Vaszko; Joellen Weaver; Alexandra V Stavropoulou; Saundra S Buys; Atocha Romero; Miguel de la Hoya; Kristiina Aittomäki; Taru A Muranen; Mercedes Duran; Wendy K Chung; Adriana Lasa; Cecilia M Dorfling; Alexander Miron; Javier Benitez; Leigha Senter; Dezheng Huo; Salina B Chan; Anna P Sokolenko; Jocelyne Chiquette; Laima Tihomirova; Tara M Friebel; Bjarni A Agnarsson; Karen H Lu; Flavio Lejbkowicz; Paul A James; Per Hall; Alison M Dunning; Daniel Tessier; Julie Cunningham; Susan L Slager; Chen Wang; Steven Hart; Kristen Stevens; Jacques Simard; Tomi Pastinen; Vernon S Pankratz; Kenneth Offit; Douglas F Easton; Georgia Chenevix-Trench; Antonis C Antoniou
Journal:  PLoS Genet       Date:  2013-03-27       Impact factor: 5.917

9.  Prediction of breast cancer risk based on profiling with common genetic variants.

Authors:  Nasim Mavaddat; Paul D P Pharoah; Kyriaki Michailidou; Jonathan Tyrer; Mark N Brook; Manjeet K Bolla; Qin Wang; Joe Dennis; Alison M Dunning; Mitul Shah; Robert Luben; Judith Brown; Stig E Bojesen; Børge G Nordestgaard; Sune F Nielsen; Henrik Flyger; Kamila Czene; Hatef Darabi; Mikael Eriksson; Julian Peto; Isabel Dos-Santos-Silva; Frank Dudbridge; Nichola Johnson; Marjanka K Schmidt; Annegien Broeks; Senno Verhoef; Emiel J Rutgers; Anthony Swerdlow; Alan Ashworth; Nick Orr; Minouk J Schoemaker; Jonine Figueroa; Stephen J Chanock; Louise Brinton; Jolanta Lissowska; Fergus J Couch; Janet E Olson; Celine Vachon; Vernon S Pankratz; Diether Lambrechts; Hans Wildiers; Chantal Van Ongeval; Erik van Limbergen; Vessela Kristensen; Grethe Grenaker Alnæs; Silje Nord; Anne-Lise Borresen-Dale; Heli Nevanlinna; Taru A Muranen; Kristiina Aittomäki; Carl Blomqvist; Jenny Chang-Claude; Anja Rudolph; Petra Seibold; Dieter Flesch-Janys; Peter A Fasching; Lothar Haeberle; Arif B Ekici; Matthias W Beckmann; Barbara Burwinkel; Frederik Marme; Andreas Schneeweiss; Christof Sohn; Amy Trentham-Dietz; Polly Newcomb; Linda Titus; Kathleen M Egan; David J Hunter; Sara Lindstrom; Rulla M Tamimi; Peter Kraft; Nazneen Rahman; Clare Turnbull; Anthony Renwick; Sheila Seal; Jingmei Li; Jianjun Liu; Keith Humphreys; Javier Benitez; M Pilar Zamora; Jose Ignacio Arias Perez; Primitiva Menéndez; Anna Jakubowska; Jan Lubinski; Katarzyna Jaworska-Bieniek; Katarzyna Durda; Natalia V Bogdanova; Natalia N Antonenkova; Thilo Dörk; Hoda Anton-Culver; Susan L Neuhausen; Argyrios Ziogas; Leslie Bernstein; Peter Devilee; Robert A E M Tollenaar; Caroline Seynaeve; Christi J van Asperen; Angela Cox; Simon S Cross; Malcolm W R Reed; Elza Khusnutdinova; Marina Bermisheva; Darya Prokofyeva; Zalina Takhirova; Alfons Meindl; Rita K Schmutzler; Christian Sutter; Rongxi Yang; Peter Schürmann; Michael Bremer; Hans Christiansen; Tjoung-Won Park-Simon; Peter Hillemanns; Pascal Guénel; Thérèse Truong; Florence Menegaux; Marie Sanchez; Paolo Radice; Paolo Peterlongo; Siranoush Manoukian; Valeria Pensotti; John L Hopper; Helen Tsimiklis; Carmel Apicella; Melissa C Southey; Hiltrud Brauch; Thomas Brüning; Yon-Dschun Ko; Alice J Sigurdson; Michele M Doody; Ute Hamann; Diana Torres; Hans-Ulrich Ulmer; Asta Försti; Elinor J Sawyer; Ian Tomlinson; Michael J Kerin; Nicola Miller; Irene L Andrulis; Julia A Knight; Gord Glendon; Anna Marie Mulligan; Georgia Chenevix-Trench; Rosemary Balleine; Graham G Giles; Roger L Milne; Catriona McLean; Annika Lindblom; Sara Margolin; Christopher A Haiman; Brian E Henderson; Fredrick Schumacher; Loic Le Marchand; Ursula Eilber; Shan Wang-Gohrke; Maartje J Hooning; Antoinette Hollestelle; Ans M W van den Ouweland; Linetta B Koppert; Jane Carpenter; Christine Clarke; Rodney Scott; Arto Mannermaa; Vesa Kataja; Veli-Matti Kosma; Jaana M Hartikainen; Hermann Brenner; Volker Arndt; Christa Stegmaier; Aida Karina Dieffenbach; Robert Winqvist; Katri Pylkäs; Arja Jukkola-Vuorinen; Mervi Grip; Kenneth Offit; Joseph Vijai; Mark Robson; Rohini Rau-Murthy; Miriam Dwek; Ruth Swann; Katherine Annie Perkins; Mark S Goldberg; France Labrèche; Martine Dumont; Diana M Eccles; William J Tapper; Sajjad Rafiq; Esther M John; Alice S Whittemore; Susan Slager; Drakoulis Yannoukakos; Amanda E Toland; Song Yao; Wei Zheng; Sandra L Halverson; Anna González-Neira; Guillermo Pita; M Rosario Alonso; Nuria Álvarez; Daniel Herrero; Daniel C Tessier; Daniel Vincent; Francois Bacot; Craig Luccarini; Caroline Baynes; Shahana Ahmed; Mel Maranian; Catherine S Healey; Jacques Simard; Per Hall; Douglas F Easton; Montserrat Garcia-Closas
Journal:  J Natl Cancer Inst       Date:  2015-04-08       Impact factor: 13.506

10.  Genome-wide association analysis in East Asians identifies breast cancer susceptibility loci at 1q32.1, 5q14.3 and 15q26.1.

Authors:  Qiuyin Cai; Ben Zhang; Hyuna Sung; Siew-Kee Low; Sun-Seog Kweon; Wei Lu; Jiajun Shi; Jirong Long; Wanqing Wen; Ji-Yeob Choi; Dong-Young Noh; Chen-Yang Shen; Keitaro Matsuo; Soo-Hwang Teo; Mi Kyung Kim; Ui Soon Khoo; Motoki Iwasaki; Mikael Hartman; Atsushi Takahashi; Kyota Ashikawa; Koichi Matsuda; Min-Ho Shin; Min Ho Park; Ying Zheng; Yong-Bing Xiang; Bu-Tian Ji; Sue K Park; Pei-Ei Wu; Chia-Ni Hsiung; Hidemi Ito; Yoshio Kasuga; Peter Kang; Shivaani Mariapun; Sei Hyun Ahn; Han Sung Kang; Kelvin Y K Chan; Ellen P S Man; Hiroji Iwata; Shoichiro Tsugane; Hui Miao; Jiemin Liao; Yusuke Nakamura; Michiaki Kubo; Ryan J Delahanty; Yanfeng Zhang; Bingshan Li; Chun Li; Yu-Tang Gao; Xiao-Ou Shu; Daehee Kang; Wei Zheng
Journal:  Nat Genet       Date:  2014-07-20       Impact factor: 38.330

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  55 in total

1.  An ensemble-based likelihood ratio approach for family-based genomic risk prediction.

Authors:  Hui An; Chang-Shuai Wei; Oliver Wang; Da-Hui Wang; Liang-Wen Xu; Qing Lu; Cheng-Yin Ye
Journal:  J Zhejiang Univ Sci B       Date:  2018 Dec.       Impact factor: 3.066

Review 2.  Cancer Screening and Early Detection in the 21st Century.

Authors:  Jennifer T Loud; Jeanne Murphy
Journal:  Semin Oncol Nurs       Date:  2017-03-23       Impact factor: 2.315

3.  Breast Cancer Risk Model Requirements for Counseling, Prevention, and Screening.

Authors:  Mitchell H Gail; Ruth M Pfeiffer
Journal:  J Natl Cancer Inst       Date:  2018-09-01       Impact factor: 13.506

4.  Model for Predicting Breast Cancer Risk in Women With Atypical Hyperplasia.

Authors:  Amy C Degnim; Stacey J Winham; Ryan D Frank; V Shane Pankratz; William D Dupont; Robert A Vierkant; Marlene H Frost; Tanya L Hoskin; Celine M Vachon; Karthik Ghosh; Tina J Hieken; Jodi M Carter; Lori A Denison; Brendan Broderick; Lynn C Hartmann; Daniel W Visscher; Derek C Radisky
Journal:  J Clin Oncol       Date:  2018-04-20       Impact factor: 44.544

5.  Extensions of the Rosner-Colditz breast cancer prediction model to include older women and type-specific predicted risk.

Authors:  Robert J Glynn; Graham A Colditz; Rulla M Tamimi; Wendy Y Chen; Susan E Hankinson; Walter W Willett; Bernard Rosner
Journal:  Breast Cancer Res Treat       Date:  2017-06-06       Impact factor: 4.872

6.  Joint relative risks for estrogen receptor-positive breast cancer from a clinical model, polygenic risk score, and sex hormones.

Authors:  Yiwey Shieh; Donglei Hu; Lin Ma; Scott Huntsman; Charlotte C Gard; Jessica W T Leung; Jeffrey A Tice; Elad Ziv; Karla Kerlikowske; Steven R Cummings
Journal:  Breast Cancer Res Treat       Date:  2017-08-08       Impact factor: 4.872

Review 7.  Personalized Medicine and the Power of Electronic Health Records.

Authors:  Noura S Abul-Husn; Eimear E Kenny
Journal:  Cell       Date:  2019-03-21       Impact factor: 41.582

Review 8.  Defining the Genetic, Genomic, Cellular, and Diagnostic Architectures of Psychiatric Disorders.

Authors:  Patrick F Sullivan; Daniel H Geschwind
Journal:  Cell       Date:  2019-03-21       Impact factor: 41.582

9.  Germline Variation and Breast Cancer Incidence: A Gene-Based Association Study and Whole-Genome Prediction of Early-Onset Breast Cancer.

Authors:  Molly Scannell Bryan; Maria Argos; Irene L Andrulis; John L Hopper; Jenny Chang-Claude; Kathleen E Malone; Esther M John; Marilie D Gammon; Mary B Daly; Mary Beth Terry; Saundra S Buys; Dezheng Huo; Olofunmilayo I Olopade; Jeanine M Genkinger; Alice S Whittemore; Farzana Jasmine; Muhammad G Kibriya; Lin S Chen; Habibul Ahsan
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2018-06-13       Impact factor: 4.254

10.  Genetic Factors, Adherence to Healthy Lifestyle Behavior, and Risk of Invasive Breast Cancer Among Women in the UK Biobank.

Authors:  Rhonda S Arthur; Tao Wang; Xiaonan Xue; Victor Kamensky; Thomas E Rohan
Journal:  J Natl Cancer Inst       Date:  2020-09-01       Impact factor: 13.506

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