The causal effect and impact of reproductive factors on breast cancer using super learner and targeted maximum likelihood estimation: a case-control study in Fars Province, Iran

被引:11
作者
Almasi-Hashiani, Amir [1 ,2 ]
Nedjat, Saharnaz [3 ]
Ghiasvand, Reza [4 ,5 ]
Safiri, Saeid [6 ,7 ]
Nazemipour, Maryam [8 ,9 ]
Mansournia, Nasrin [10 ]
Mansournia, Mohammad Ali [11 ]
机构
[1] Arak Univ Med Sci, Sch Hlth, Dept Epidemiol, Arak, Iran
[2] Arak Univ Med Sci, Tradit & Complementary Med Res Ctr, Arak, Iran
[3] Univ Tehran Med Sci, Sch Publ Hlth, Dept Epidemiol & Biostat, Knowledge Utilizat Res Ctr, Tehran, Iran
[4] Canc Registry Norway, Dept Res, Oslo, Norway
[5] Oslo Univ Hosp, Oslo Ctr Biostat & Epidemiol, Oslo, Norway
[6] Tabriz Univ Med Sci, Aging Res Inst, Tabriz, Iran
[7] Tabriz Univ Med Sci, Dept Community Med, Fac Med, Tabriz, Iran
[8] Univ Tehran Med Sci, Endocrinol & Metab Clin Sci Inst, Osteoporosis Res Ctr, Tehran, Iran
[9] Iran Univ Med Sci, Psychosocial Hlth Res Inst, Tehran, Iran
[10] AJA Univ Med Sci, Dept Endocrinol, Tehran, Iran
[11] Univ Tehran Med Sci, Sch Publ Hlth, Dept Epidemiol & Biostat, POB 14155-6446, Tehran, Iran
关键词
Breast neoplasms; Reproductive history; Case-control study; Population attributable fraction; Causal analysis; Double robustness; TMLE; Super learner; RISK-FACTORS; PROPENSITY SCORE; 1ST BIRTH; WOMEN; PARITY; METAANALYSIS; CONSUMPTION; MORTALITY; INFERENCE; AGE;
D O I
10.1186/s12889-021-11307-5
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Objectives The relationship between reproductive factors and breast cancer (BC) risk has been investigated in previous studies. Considering the discrepancies in the results, the aim of this study was to estimate the causal effect of reproductive factors on BC risk in a case-control study using the double robust approach of targeted maximum likelihood estimation. Methods This is a causal reanalysis of a case-control study done between 2005 and 2008 in Shiraz, Iran, in which 787 confirmed BC cases and 928 controls were enrolled. Targeted maximum likelihood estimation along with super Learner were used to analyze the data, and risk ratio (RR), risk difference (RD), andpopulation attributable fraction (PAF) were reported. Results Our findings did not support parity and age at the first pregnancy as risk factors for BC. The risk of BC was higher among postmenopausal women (RR = 3.3, 95% confidence interval (CI) = (2.3, 4.6)), women with the age at first marriage >= 20 years (RR = 1.6, 95% CI = (1.3, 2.1)), and the history of oral contraceptive (OC) use (RR = 1.6, 95% CI = (1.3, 2.1)) or breastfeeding duration <= 60 months (RR = 1.8, 95% CI = (1.3, 2.5)). The PAF for menopause status, breastfeeding duration, and OC use were 40.3% (95% CI = 39.5, 40.6), 27.3% (95% CI = 23.1, 30.8) and 24.4% (95% CI = 10.5, 35.5), respectively. Conclusions Postmenopausal women, and women with a higher age at first marriage, shorter duration of breastfeeding, and history of OC use are at the higher risk of BC.
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页数:8
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