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Construction and Validation of A Nomogram Model for the Risk of Lower Limit Blood Concentration of Tacrolimus in the Early Perioperative Period Lung Transplant Patients
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Yao FU, Hui AO, Wenbo ZHOU, Zhengyue QIAN*
Pharmacy Today | 2026, 36(2) : 124 - 130
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Pharmacy Today | 2026, 36(2): 124-130
Construction and Validation of A Nomogram Model for the Risk of Lower Limit Blood Concentration of Tacrolimus in the Early Perioperative Period Lung Transplant Patients
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Yao FU, Hui AO, Wenbo ZHOU, Zhengyue QIAN*
Affiliations
  • Department of Pharmacy, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, Jiangsu 214023, China
Published: 2026-02-25 doi: 10.12048/j.issn.1674-229X.2026.02.007
Outline
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OBJECTIVE

To analyze the risk factors for early low tacrolimus blood concentration in lung transplant patients and to develop and evaluate a risk prediction model.

METHODS

A retrospective analysis of medical records of hospitalized lung transplant patients who had their tacrolimus blood concentrations monitored within three months post-transplantation.Univariate and multivariate Logistic regression analysis were used to screen the risk factors for tacrolimus plasma concentration below the lower limit in the early postoperative period of lung transplantation patients. A nomogram model was developed using R software.

RESULTS

Logistic regression analysis identified age, sex, azole antifungal agents, and carbapenem antibiotics as independent risk factors for subtherapeutic tacrolimus blood concentrations (P <0.05). Based on these factors, a nomogram model was established.Model evaluation showed an area under the curve (AUC) of 0.919, and bootstrap validation demonstrated the good model fit with a mean absolute error of 0.022. The decision curve analysis (DCA) showed that when the threshold probability ranged from 0.1-0.91, the curve lay between the 'all events' and 'no events' curves, indicating the model achieved a high net benefit.

CONCLUSION

This study developed a risk prediction model for low tacrolimus blood concentrations in lung transplant recipients in the early stages, which can help guide individualized clinical dosing regimens.

lung transplantation  /  tacrolimus  /  therapeutic drug monitoring  /  risk prediction model
傅遥, 敖惠, 周文博, 钱正月. 肺移植早期他克莫司血药浓度偏低风险的列线图模型构建及评价. 今日药学, 2026 , 36 (2) : 124 -130 . DOI: 10.12048/j.issn.1674-229X.2026.02.007
Yao FU, Hui AO, Wenbo ZHOU, Zhengyue QIAN. Construction and Validation of A Nomogram Model for the Risk of Lower Limit Blood Concentration of Tacrolimus in the Early Perioperative Period Lung Transplant Patients[J]. Pharmacy Today, 2026 , 36 (2) : 124 -130 . DOI: 10.12048/j.issn.1674-229X.2026.02.007
Year 2026 volume 36 Issue 2
132
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doi: 10.12048/j.issn.1674-229X.2026.02.007
  • Receive Date:2025-03-13
  • Online Date:2026-09-23
  • Published:2026-02-25
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  • Received:2025-03-13
Affiliations
    Department of Pharmacy, The Affiliated Wuxi People's Hospital of Nanjing Medical University, Wuxi, Jiangsu 214023, China
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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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