Multiple imputation for estimating hazard ratios and predictive abilities in case-cohort surveys

BMC Medical Research Methodology

Volumn 12, Issue , 2012, Pages

  Marti, Helena ^a   Carcaillon, Laure ^a   Chavance, Michel ^a  

^a CENTRE FOR RESEARCH IN EPIDEMIOLOGY AND POPULATION HEALTH   (France)

Author keywords

[No Author keywords available]

Indexed keywords

BIOLOGICAL MARKER;

AGED; ARTICLE; BLOOD CLOTTING; COHORT ANALYSIS; COMPUTER SIMULATION; CORONARY ARTERY DISEASE; DEMOGRAPHY; EPIDEMIOLOGY; FEMALE; FIBRINOLYSIS; FRANCE; HUMAN; MALE; METHODOLOGY; MULTIINFARCT DEMENTIA; PHYSIOLOGY; PREDICTIVE VALUE; PROPORTIONAL HAZARDS MODEL; REPRODUCIBILITY; RISK ASSESSMENT; SOCIAL CLASS; STATISTICAL ANALYSIS; SURVIVAL;

AGED; BIOLOGICAL MARKERS; BLOOD COAGULATION; COHORT STUDIES; COMPUTER SIMULATION; CORONARY DISEASE; DATA INTERPRETATION, STATISTICAL; DEMENTIA, VASCULAR; FEMALE; FIBRINOLYSIS; FRANCE; HUMANS; MALE; PREDICTIVE VALUE OF TESTS; PROPORTIONAL HAZARDS MODELS; REPRODUCIBILITY OF RESULTS; RESIDENCE CHARACTERISTICS; RISK ASSESSMENT; SELECTION BIAS; SOCIAL CLASS; SURVIVAL ANALYSIS;

EID: 84857990004     PISSN: None     EISSN: 14712288     Source Type: Journal    
DOI: 10.1186/1471-2288-12-24     Document Type: Review

References (23)

1. A case-cohort design for epidemiologic cohort studies and disease prevention trials. Prentice R, Biometrika 1986 73 1 11 10.1093/biomet/73.1.1
2. Case-cohort and case-control analysis with cox's model. Chen K, Lo SH, Biometrika 1999 86 4 755 764 10.1093/biomet/86.4.755
3. Computing the cox model for case cohort designs. Therneau TM, Li H, Lifetime Data Anal 1999 5 2 99 112 10.1023/A:1009691327335 10408179
4. Exposure stratified case-cohort designs. Borgan O, Langholz B, Samuelsen SO, Goldstein L, Pogoda J, Lifetime Data Anal 2000 6 39 58 10.1023/A: 1009661900674 10763560
5. Improving the efficiency of relative-risk estimation in case-Cohort studies. Kulich M, Lin D, J Am Stat Assoc 2004 99 832 844 10.1198/ 016214504000000584 (Pubitemid 39332865)
6. Computational methods for case-cohort studies. Langholz B, Jiao J, Comput Stat Data Anal 2007 51 8 3737 3748 10.1016/j.csda.2006.12.028 (Pubitemid 46509540)
7. Maximum likelihood estimation for Cox's regression model under case-Cohort sampling. Scheike TH, Martinussen T, Scand Stat Theory Appl 2004 31 2 283 293 (Pubitemid 38750730)
8. Maximum likelihood from incomplete data via the EM algorithm. Dempster AP, Laird NM, Rubin DB, J R Stat Soc Series B Stat Methodol 1977 39 1 38
9. Using the whole cohort in the analysis of case-cohort data. Breslow N, Lumley BCCLT, Kulich M, Am J Epidemiol 2009 169 11 1398 1405 http://dx.doi.org/10.1093/aje/kwp055 10.1093/aje/kwp055 19357328
10. Multiple imputation analysis of case-cohort studies. Marti H, Chavance M, Stat Med 2011 30 13 1595 1607 10.1002/sim.4130 21351290
11. Vascular factors and risk of dementia: Design of the three-city study and baseline characteristics of the study population. Alperovitch A, 3C Study Grp, Neuroepidemiology 2003 22 6 316 325 14598854 (Pubitemid 37266936)
12. Little R, Rubin D, Statistical analysis with missing data New York: Wiley 1987
13. Multiple imputation in health-care databases: an overview and some applications. Rubin DB, Schenker N, Stat Med 1991 10 4 585 598 10.1002/sim.4780100410 2057657
14. Evaluating the yield of medical tests. Harrell FE, Califf RM, Pryor DB, Lee KL, Rosati RA, J Am Med Assoc 1982 247 18 2543 2546 10.1001/jama.1982. 03320430047030 (Pubitemid 12155954)
15. Multivariable prognostic models: Issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Harrell F, Lee K, Mark D, Stat Med 1996 15 4 361 387 10.1002/(SICI)1097-0258(19960229)15:4<361: :AID-SIM168>3.0.CO;2-4 8668867 (Pubitemid 26072233)
16. Concordance for survival time data: fixed and time-dependent covariates and possible ties in predictor and time. Kremers WK, Tech rep Mayo Fundation 2007
17. Evaluating the added predictive ability of a new marker: From area under the ROC curve to reclassification and beyond. Pencina M, D'Agostino R Sr, D'Agostino R Jr, Vasan R, Stat Med 2008 27 2 157 172 10.1002/sim.2929 17569110 (Pubitemid 351193639)
18. Elevated plasma fibrin D-dimer as a risk factor for vascular dementia: the three-city cohort study. Carcaillon L, Gaussem P, Ducimetiere P, Giroud M, Ritchie K, Dartigues JF, Scarabin PY, J Thromb Haemost 2009 7 12 1972 1978 10.1111/j.1538-7836.2009.03603.x 19735443
19. Executive Summary of The Third Report of The National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, And Treatment of High Blood Cholesterol In Adults (Adult Treatment Panel III). J Am Med Assoc 2001 285 19 2486 2497 10.1001/jama.285.19.2486
20. Goodness-of-fit techniques New York: Marcel Dekker; Inc, D'Agostino RB, Stephens MA, 1986
21. Rubin DB, Multiple imputation for nonresponse in surveys New York: Wiley 1987
22. Multiple biomarkers for the prediction of first major cardiovascular events and death. Wang TJ, Gona P, Larson MG, Tofler GH, Levy D, Newton-Cheh C, Jacques PF, Rifai N, Selhub J, Robins SJ, Benjamin EJ, D'Agostino RB, Vasan RS, N Engl J Med 2006 355 25 2631 2639 10.1056/NEJMoa055373 17182988 (Pubitemid 44969122)
23. Relative value of inflammatory, hemostatic, and rheological factors for incident myocardial infarction and stroke-The Edinburgh artery study. Tzoulaki I, Murray GD, Lee AJ, Rumley A, Lowe GDO, Fowkes FGR, Circulation 2007 115 16 2119 2127 10.1161/CIRCULATIONAHA.106.635029 17404162 (Pubitemid 46659063)