Risk assessment model for invasive breast cancer in Hong Kong women

被引:16
作者
Wang, Feng [1 ]
Dai, Juncheng [1 ,2 ]
Li, Mengjie [1 ]
Chan, Wing-cheong [3 ]
Kwok, Carol Chi-hei [4 ]
Leung, Siu-lan [5 ]
Wu, Cherry [6 ]
Li, Wentao [1 ]
Yu, Wai-cho [7 ]
Tsang, Koon-ho [8 ]
Law, Sze-hong [9 ]
Lee, Priscilla Ming-yi [1 ]
Wong, Carmen Ka-man [1 ]
Shen, Hongbing [2 ]
Wong, Samuel Yeung-shan [1 ]
Yang, Xiaohong R. [10 ]
Tse, Lap Ah [1 ]
机构
[1] Chinese Univ Hong Kong, JC Sch Publ Hlth & Primary Care, Sha Tin, Hong Kong, Peoples R China
[2] Nanjing Med Univ, Jiangsu Key Lab Canc Biomarkers Prevent & Treatme, Collaborat Innovat Ctr Canc Personalized Med, Dept Epidemiol & Biostat,Sch Publ Hlth, Nanjing, Jiangsu, Peoples R China
[3] North Dist Hosp, Dept Surg, Kowloon, Hong Kong, Peoples R China
[4] Princess Margaret Hosp, Dept Oncol, Kowloon, Hong Kong, Peoples R China
[5] Pamela Youde Nethersole Eastern Hosp, Dept Surg, Kowloon, Hong Kong, Peoples R China
[6] North Dist Hosp, Dept Pathol, Kowloon, Hong Kong, Peoples R China
[7] Princess Margaret Hosp, Dept Med & Geriatr, Kowloon, Hong Kong, Peoples R China
[8] Yan Chai Hosp, Dept Pathol, Hong Kong, Hong Kong, Peoples R China
[9] Yan Chai Hosp, Dept Surg, Hong Kong, Hong Kong, Peoples R China
[10] NCI, Genet Epidemiol Branch, Div Canc Epidemiol & Genet, NIH, Bethesda, MD 20892 USA
关键词
breast cancer; estrogen receptor; LASSO model; light at night; menopause; risk assessment; PROJECTING INDIVIDUALIZED PROBABILITIES; SHIFT-WORK; CIRCADIAN DISRUPTION; ALCOHOL-CONSUMPTION; SLEEP DURATION; CARCINOGENICITY; PREVENTION; PREDICTION; VALIDATION; DRINKING;
D O I
10.1097/MD.0000000000004515
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
No risk assessment tool is available for identifying high risk population of breast cancer (BCa) in Hong Kong. A case-control study including 918 BCa cases and 923 controls was used to develop the risk assessment model among Hong Kong Chinese women. Each participant received an in-depth interview to obtain their lifestyle and environmental risk factors. Least absolute shrinkage and selection operator (LASSO) selection model was used to select the optimal risk factors (LASSO-model). A risk score system was constructed to evaluate the cumulative effects of selected factors. Bootstrap simulation was used to test the internal validation of the model. Model performance was evaluated by receiver-operator characteristic curves and the area under the curve (AUC). Age, number of parity, number of BCa cases in 1st-degree relatives, exposure to light at night, and sleep quality were the common risk factors for all women. Alcohol drinking was included for premenopausal women; body mass index, age at menarche, age at 1st give birth, breast feeding, using of oral contraceptive, hormone replacement treatment, and history of benign breast diseases were included for postmenopausal women. The AUCs were 0.640 (95% CI, 0.598-0.681) and 0.655 (95% CI, 0.621-0.653) for pre- and postmenopausal women, respectively. Further subgroup evaluation revealed that the model performance was better for women aged 50 to 70 years or ER-positive. This BCa risk assessment tool in Hong Kong Chinese women based on LASSO selection is promising, which shows a slightly higher discriminative accuracy than those developed in other populations.
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页数:7
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