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Differences of influencing factors on death between young and middle-aged tuberculosis patients and elderly tuberculosis patients and the construction of Nomgram model
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Zijian FANG, Ruoqi DAI, Qingchun LI, Li XIE, Qingjun JIA, Yifei WU, Chunping HUANG, Qinglin CHENG
Chinese Journal of Public Health | 2026, 42(1) : 89 - 95
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Chinese Journal of Public Health | 2026, 42(1): 89-95
• Survey and Report •
Differences of influencing factors on death between young and middle-aged tuberculosis patients and elderly tuberculosis patients and the construction of Nomgram model
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Zijian FANG, Ruoqi DAI, Qingchun LI, Li XIE, Qingjun JIA, Yifei WU, Chunping HUANG, Qinglin CHENG
Affiliations
  • Hangzhou Health Supervision Institution, Hangzhou Center for Disease Control and Prevention, Hangzhou 310021, China
Published: 2026-01-10 doi: 10.11847/zgggws1146384
Outline
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Objective

To explore the difference of influencing factors on the death between young and middle-aged tuberculosis patients and elderly tuberculosis patients and construct an age-stratified nomogram prediction model for the death risk of tuberculosis patients.

Methods

A total of 100 811 confirmed cases of tuberculosis treated and closed in 14 designated tuberculosis hospitals in Hangzhou from January 2005 to December 2021 were included as the training set, and 7 669 confirmed cases treated and closed from January 2022 to June 2023 were included as the validation set. A multivariate Cox regression model was used to evaluate the independent risk predictors of death of young and middle-aged and elderly tuberculosis patients, and an age-stratified nomogram model was constructed. The predictive performance of the model was evaluated based on the index of consistency (C-index), area under the curve (AUC), and calibration curve.

Results

Age (HR = 1.056, 95%CI: 1.047–1.066), gender (HR = 1.353, 95%CI: 1.060–1.727), current residence (HR = 1.792, 95%CI: 1.434–2.240), pathogenic diagnosis results (HR = 2.338, 95%CI: 1.711–3.193), drug resistance (HR = 1.724, 95%CI: 1.098–2.707), human immunodeficiency virus (HIV) infection (HR = 4.342, 95%CI: 1.391–13.552), history of tuberculosis (HR = 1.627, 95%CI: 1.225–2.161), treatment plan (HR = 1.345, 95%CI: 1.054–1.716), use of fixed-dose combination (FDC) in the whole process or not (HR = 2.342, 95%CI: 1.310–4.188) were independent influencing factors for the death of young and middle-aged patients. Age (HR = 1.086, 95%CI: 1.080–1.092), gender (HR = 1.548, 95%CI: 1.390–1.724), pathogenic diagnosis results (HR = 2.144, 95%CI: 1.888–2.435), treatment management methods (HR = 1.182, 95%CI: 1.044–1.337), history of tuberculosis (HR = 1.217, 95%CI: 1.077–1.374), and use of FDC in the whole process or not (HR = 1.200, 95%CI: 1.010–1.426) were independent influencing factors for the death of elderly patients.

Conclusion

The factors influencing the death of young and middle-aged tuberculosis patients were different from those of the elderly. The age-stratified nomogram model constructed demonstrated good performance in predicting the death of tuberculosis patients.

tuberculosis patients  /  death  /  the elderly  /  young and middle-aged adults  /  influencing factor  /  Hangzhou city
方子健, 戴若骐, 李清春, 谢立, 贾庆军, 吴亦斐, 黄春萍, 程庆林. 中青年与老年结核病患者死亡影响因素差异:基于Nomgram模型构建. 中国公共卫生, 2026 , 42 (1) : 89 -95 . DOI: 10.11847/zgggws1146384
Zijian FANG, Ruoqi DAI, Qingchun LI, Li XIE, Qingjun JIA, Yifei WU, Chunping HUANG, Qinglin CHENG. Differences of influencing factors on death between young and middle-aged tuberculosis patients and elderly tuberculosis patients and the construction of Nomgram model[J]. Chinese Journal of Public Health, 2026 , 42 (1) : 89 -95 . DOI: 10.11847/zgggws1146384
Year 2026 volume 42 Issue 1
64
21
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Article Info
doi: 10.11847/zgggws1146384
  • Receive Date:2024-11-11
  • Online Date:2026-10-23
  • Published:2026-01-10
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History
  • Received:2024-11-11
  • Revised:2025-04-22
  • Accepted:2025-08-02
Affiliations
    Hangzhou Health Supervision Institution, Hangzhou Center for Disease Control and Prevention, Hangzhou 310021, China

Corresponding:

CHENG Qinglin, E-mail:
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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