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Potential medication safety risks and Lasso-logistic regression analysis in hypertension complicated with cerebral infarction elderly patients
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Gen-shen YEa, Ji-xia WUb, Xing-qun YUa, Di HUANa, Zhong-ming LIUa, Jia-hui LIa, Zhi-ming XINa
Chinese Journal of New Drugs and Clinical Remedies | 2024, 43(7) : 529 - 534
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Chinese Journal of New Drugs and Clinical Remedies | 2024, 43(7): 529-534
Original Article
Potential medication safety risks and Lasso-logistic regression analysis in hypertension complicated with cerebral infarction elderly patients
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Gen-shen YEa, Ji-xia WUb, Xing-qun YUa, Di HUANa, Zhong-ming LIUa, Jia-hui LIa, Zhi-ming XINa
Affiliations
  • a.Department of Pharmacy, Bengbu First People’s Hospital, Bengbu ANHUI 233000, China
  • b.Department of Neurology, Bengbu First People’s Hospital, Bengbu ANHUI 233000, China
Published: 2024-07-25 doi: 10.14109/j.cnki.xyylc.2024.07.09
Outline
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AIM

To investigate the potentially inappropriate medications (PIM) in elderly patients with hypertension combined with cerebral infarction and to develop a nomogram model based on Lasso-logistic regression of the influencing factors.

METHODS

A total of 105 patients with hypertension combined with cerebral infarction and multi-drug therapy discharged from January to December 2020 were included,and the PIM was evaluated by the criteria of potentially inappropriate medications for older adults in China. The PIM influencing factors were analyzed by Lasso-logistic regression, Nomogram model of factors influencing the PIM risk was developed, and the discrimination and accuracy of the model were evaluated.

RESULTS

The incidence of PIM in 105 patients of hypertension complicated with cerebral infarction was 85 cases (81.0%) and 184 times, involving 26 drugs. The 1st drug was clopidogrel with 48 times (26.1%). A statistically significant effect of the number of drugs (P=0.003, OR=1.412, 95% CI: 0.582 to 2.868) and diabetes (P<0.001, OR=0.081, 95% CI: -3.899 to -1.129) on PIM was suggested by the Lasso-logistic regression. Of the model, a good accuracy and discrimination was suggested by the area under the ROC curve (AUC), which was 85.3% (95% CI: 0.772 to 0.933), and an acceptable predictive power was suggested by internal validation with Bootstrap method (B=1 000).

CONCLUSION

The nomogram model based on Lasso-logistic regression can better identify the risk of PIM. Elderly patients with hypertension complicated with cerebral infarction and multi-drug therapy have a high risk of PIM, and it is necessary to reduce the number of medications to reduce the risk of PIM.

hypertension  /  brain infarction  /  potentially inappropriate medication list  /  logistic models  /  nomogram
Gen-shen YE, Ji-xia WU, Xing-qun YU, Di HUAN, Zhong-ming LIU, Jia-hui LI, Zhi-ming XIN. Potential medication safety risks and Lasso-logistic regression analysis in hypertension complicated with cerebral infarction elderly patients[J]. Chinese Journal of New Drugs and Clinical Remedies, 2024 , 43 (7) : 529 -534 . DOI: 10.14109/j.cnki.xyylc.2024.07.09
Year 2024 volume 43 Issue 7
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Article Info
doi: 10.14109/j.cnki.xyylc.2024.07.09
  • Receive Date:2023-05-31
  • Online Date:2026-03-13
  • Published:2024-07-25
Article Data
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History
  • Received:2023-05-31
  • Accepted:2024-04-25
Funding
Affiliations
    a.Department of Pharmacy, Bengbu First People’s Hospital, Bengbu ANHUI 233000, China
    b.Department of Neurology, Bengbu First People’s Hospital, Bengbu ANHUI 233000, China
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表12种不同金属材料的力学参数

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Number of
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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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