Literature DB >> 34232834

Statistical methods for analysis of combined biomarker data from multiple nested case-control studies.

Chao Cheng1, Abigail Sloan2, Molin Wang2,3,4.   

Abstract

By combining data across multiple studies, researchers increase sample size, statistical power, and precision for pooled analyses of biomarker-disease associations. However, researchers must adjust for between-study variability in biomarker measurements. Previous research often treats the biomarker measurements from a reference laboratory as a gold standard, even though those measurements are certainly not equal to their true values. This paper addresses measurement error and bias arising from both the reference and study-specific laboratories. We develop two calibration methods, the exact calibration method and approximate calibration method, for pooling biomarker data drawn from nested or matched case-control studies, where the calibration subset is obtained by randomly selecting controls from each contributing study. Simulation studies are conducted to evaluate the empirical performance of the proposed methods. We apply the proposed methods to a pooling project of nested case-control studies to evaluate the association between circulating 25-hydroxyvitamin D (25(OH)D) and colorectal cancer risk.

Entities:  

Keywords:  Between-study variability; calibration; measurement error; pooling biomarker data

Mesh:

Substances:

Year:  2021        PMID: 34232834      PMCID: PMC8454258          DOI: 10.1177/09622802211025992

Source DB:  PubMed          Journal:  Stat Methods Med Res        ISSN: 0962-2802            Impact factor:   3.021


  18 in total

1.  Methods for pooling results of epidemiologic studies: the Pooling Project of Prospective Studies of Diet and Cancer.

Authors:  Stephanie A Smith-Warner; Donna Spiegelman; John Ritz; Demetrius Albanes; W Lawrence Beeson; Leslie Bernstein; Franco Berrino; Piet A van den Brandt; Julie E Buring; Eunyoung Cho; Graham A Colditz; Aaron R Folsom; Jo L Freudenheim; Edward Giovannucci; R Alexandra Goldbohm; Saxon Graham; Lisa Harnack; Pamela L Horn-Ross; Vittorio Krogh; Michael F Leitzmann; Marjorie L McCullough; Anthony B Miller; Carmen Rodriguez; Thomas E Rohan; Arthur Schatzkin; Roy Shore; Mikko Virtanen; Walter C Willett; Alicja Wolk; Anne Zeleniuch-Jacquotte; Shumin M Zhang; David J Hunter
Journal:  Am J Epidemiol       Date:  2006-04-19       Impact factor: 4.897

2.  Regression calibration in failure time regression.

Authors:  C Y Wang; L Hsu; Z D Feng; R L Prentice
Journal:  Biometrics       Date:  1997-03       Impact factor: 2.571

3.  Correction of logistic regression relative risk estimates and confidence intervals for systematic within-person measurement error.

Authors:  B Rosner; W C Willett; D Spiegelman
Journal:  Stat Med       Date:  1989-09       Impact factor: 2.373

4.  Plasma 25-Hydroxyvitamin D and Risk of Breast Cancer in Women Followed over 20 Years.

Authors:  A Heather Eliassen; Erica T Warner; Bernard Rosner; Laura C Collins; Andrew H Beck; Liza M Quintana; Rulla M Tamimi; Susan E Hankinson
Journal:  Cancer Res       Date:  2016-08-16       Impact factor: 12.701

5.  Circulating Vitamin D and Colorectal Cancer Risk: An International Pooling Project of 17 Cohorts.

Authors:  Marjorie L McCullough; Emilie S Zoltick; Stephanie J Weinstein; Veronika Fedirko; Molin Wang; Nancy R Cook; A Heather Eliassen; Anne Zeleniuch-Jacquotte; Claudia Agnoli; Demetrius Albanes; Matthew J Barnett; Julie E Buring; Peter T Campbell; Tess V Clendenen; Neal D Freedman; Susan M Gapstur; Edward L Giovannucci; Gary G Goodman; Christopher A Haiman; Gloria Y F Ho; Ronald L Horst; Tao Hou; Wen-Yi Huang; Mazda Jenab; Michael E Jones; Corinne E Joshu; Vittorio Krogh; I-Min Lee; Jung Eun Lee; Satu Männistö; Loic Le Marchand; Alison M Mondul; Marian L Neuhouser; Elizabeth A Platz; Mark P Purdue; Elio Riboli; Trude Eid Robsahm; Thomas E Rohan; Shizuka Sasazuki; Minouk J Schoemaker; Sabina Sieri; Meir J Stampfer; Anthony J Swerdlow; Cynthia A Thomson; Steinar Tretli; Schoichiro Tsugane; Giske Ursin; Kala Visvanathan; Kami K White; Kana Wu; Shiaw-Shyuan Yaun; Xuehong Zhang; Walter C Willett; Mitchel H Gail; Regina G Ziegler; Stephanie A Smith-Warner
Journal:  J Natl Cancer Inst       Date:  2019-02-01       Impact factor: 13.506

6.  Circulating 25-hydroxyvitamin D and the risk of rarer cancers: Design and methods of the Cohort Consortium Vitamin D Pooling Project of Rarer Cancers.

Authors:  Lisa Gallicchio; Kathy J Helzlsouer; Wong-Ho Chow; D Michal Freedman; Susan E Hankinson; Patricia Hartge; Virginia Hartmuller; Chinonye Harvey; Richard B Hayes; Ronald L Horst; Karen L Koenig; Laurence N Kolonel; Francine Laden; Marjorie L McCullough; Dominick Parisi; Mark P Purdue; Xiao-Ou Shu; Kirk Snyder; Rachael Z Stolzenberg-Solomon; Shelley S Tworoger; Arti Varanasi; Jarmo Virtamo; Lynne R Wilkens; Yong-Bing Xiang; Kai Yu; Anne Zeleniuch-Jacquotte; Wei Zheng; Christian C Abnet; Demetrius Albanes; Kimberly Bertrand; Stephanie J Weinstein
Journal:  Am J Epidemiol       Date:  2010-06-18       Impact factor: 4.897

7.  Calibration and seasonal adjustment for matched case-control studies of vitamin D and cancer.

Authors:  Mitchell H Gail; Jincao Wu; Molin Wang; Shiaw-Shyuan Yaun; Nancy R Cook; A Heather Eliassen; Marjorie L McCullough; Kai Yu; Anne Zeleniuch-Jacquotte; Stephanie A Smith-Warner; Regina G Ziegler; Raymond J Carroll
Journal:  Stat Med       Date:  2016-01-05       Impact factor: 2.373

Review 8.  Risk factors for thyroid cancer: an epidemiological review focused on nutritional factors.

Authors:  Luigino Dal Maso; Cristina Bosetti; Carlo La Vecchia; Silvia Franceschi
Journal:  Cancer Causes Control       Date:  2008-09-03       Impact factor: 2.506

9.  Laboratory reproducibility of endogenous hormone levels in postmenopausal women.

Authors:  S E Hankinson; J E Manson; S J London; W C Willett; F E Speizer
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  1994 Jan-Feb       Impact factor: 4.254

10.  Carotenoids, retinol, tocopherols, and prostate cancer risk: pooled analysis of 15 studies.

Authors:  Timothy J Key; Paul N Appleby; Ruth C Travis; Demetrius Albanes; Anthony J Alberg; Aurelio Barricarte; Amanda Black; Heiner Boeing; H Bas Bueno-de-Mesquita; June M Chan; Chu Chen; Michael B Cook; Jenny L Donovan; Pilar Galan; Rebecca Gilbert; Graham G Giles; Edward Giovannucci; Gary E Goodman; Phyllis J Goodman; Marc J Gunter; Freddie C Hamdy; Markku Heliövaara; Kathy J Helzlsouer; Brian E Henderson; Serge Hercberg; Judy Hoffman-Bolton; Robert N Hoover; Mattias Johansson; Kay-Tee Khaw; Irena B King; Paul Knekt; Laurence N Kolonel; Loic Le Marchand; Satu Männistö; Richard M Martin; Haakon E Meyer; Alison M Mondul; Kristin A Moy; David E Neal; Marian L Neuhouser; Domenico Palli; Elizabeth A Platz; Camille Pouchieu; Harri Rissanen; Jeannette M Schenk; Gianluca Severi; Meir J Stampfer; Anne Tjønneland; Mathilde Touvier; Antonia Trichopoulou; Stephanie J Weinstein; Regina G Ziegler; Cindy Ke Zhou; Naomi E Allen
Journal:  Am J Clin Nutr       Date:  2015-10-07       Impact factor: 7.045

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