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A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy
Transplant-associated thrombotic microangiopathy (TA-TMA) is a potentially life-threatening complication following allogeneic hematopoietic stem cell transplantation (allo-HSCT). Information on markers for early prognostication remains limited, and no predictive tools for TA-TMA are available. We at...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society of Hematology
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8714708/ https://www.ncbi.nlm.nih.gov/pubmed/34507352 http://dx.doi.org/10.1182/bloodadvances.2021004530 |
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author | Zhao, Peng Wu, Ye-jun He, Yun Chong, Shan Qu, Qing-yuan Deng, Rui-xin Sun, Xiao-wan Huang, Qiu-sha Liu, Xiao Zhu, Xiao-lu Wang, Feng-rong Zhang, Yuan-yuan Mo, Xiao-dong Han, Wei Wang, Jing-zhi Wang, Yu Chen, Huan Chen, Yu-hong Zhao, Xiang-yu Chang, Ying-jun Xu, Lan-ping Liu, Kai-yan Huang, Xiao-jun Zhang, Xiao-hui |
author_facet | Zhao, Peng Wu, Ye-jun He, Yun Chong, Shan Qu, Qing-yuan Deng, Rui-xin Sun, Xiao-wan Huang, Qiu-sha Liu, Xiao Zhu, Xiao-lu Wang, Feng-rong Zhang, Yuan-yuan Mo, Xiao-dong Han, Wei Wang, Jing-zhi Wang, Yu Chen, Huan Chen, Yu-hong Zhao, Xiang-yu Chang, Ying-jun Xu, Lan-ping Liu, Kai-yan Huang, Xiao-jun Zhang, Xiao-hui |
author_sort | Zhao, Peng |
collection | PubMed |
description | Transplant-associated thrombotic microangiopathy (TA-TMA) is a potentially life-threatening complication following allogeneic hematopoietic stem cell transplantation (allo-HSCT). Information on markers for early prognostication remains limited, and no predictive tools for TA-TMA are available. We attempted to develop and validate a prognostic model for TA-TMA. A total of 507 patients who developed TA-TMA following allo-HSCT were retrospectively identified and separated into a derivation cohort and a validation cohort, according to the time of transplantation, to perform external temporal validation. Patient age (odds ratio [OR], 2.371; 95% confidence interval [CI], 1.264-4.445), anemia (OR, 2.836; 95% CI, 1.566-5.138), severe thrombocytopenia (OR, 3.871; 95% CI, 2.156-6.950), elevated total bilirubin (OR, 2.716; 95% CI, 1.489-4.955), and proteinuria (OR, 2.289; 95% CI, 1.257-4.168) were identified as independent prognostic factors for the 6-month outcome of TA-TMA. A risk score model termed BATAP (Bilirubin, Age, Thrombocytopenia, Anemia, Proteinuria) was constructed according to the regression coefficients. The validated c-statistic was 0.816 (95%, CI, 0.766-0.867) and 0.756 (95% CI, 0.696-0.817) for the internal and external validation, respectively. Calibration plots indicated that the model-predicted probabilities correlated well with the actual observed frequencies. This predictive model may facilitate the prognostication of TA-TMA and contribute to the early identification of high-risk patients. |
format | Online Article Text |
id | pubmed-8714708 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Society of Hematology |
record_format | MEDLINE/PubMed |
spelling | pubmed-87147082021-12-29 A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy Zhao, Peng Wu, Ye-jun He, Yun Chong, Shan Qu, Qing-yuan Deng, Rui-xin Sun, Xiao-wan Huang, Qiu-sha Liu, Xiao Zhu, Xiao-lu Wang, Feng-rong Zhang, Yuan-yuan Mo, Xiao-dong Han, Wei Wang, Jing-zhi Wang, Yu Chen, Huan Chen, Yu-hong Zhao, Xiang-yu Chang, Ying-jun Xu, Lan-ping Liu, Kai-yan Huang, Xiao-jun Zhang, Xiao-hui Blood Adv Clinical Trials and Observations Transplant-associated thrombotic microangiopathy (TA-TMA) is a potentially life-threatening complication following allogeneic hematopoietic stem cell transplantation (allo-HSCT). Information on markers for early prognostication remains limited, and no predictive tools for TA-TMA are available. We attempted to develop and validate a prognostic model for TA-TMA. A total of 507 patients who developed TA-TMA following allo-HSCT were retrospectively identified and separated into a derivation cohort and a validation cohort, according to the time of transplantation, to perform external temporal validation. Patient age (odds ratio [OR], 2.371; 95% confidence interval [CI], 1.264-4.445), anemia (OR, 2.836; 95% CI, 1.566-5.138), severe thrombocytopenia (OR, 3.871; 95% CI, 2.156-6.950), elevated total bilirubin (OR, 2.716; 95% CI, 1.489-4.955), and proteinuria (OR, 2.289; 95% CI, 1.257-4.168) were identified as independent prognostic factors for the 6-month outcome of TA-TMA. A risk score model termed BATAP (Bilirubin, Age, Thrombocytopenia, Anemia, Proteinuria) was constructed according to the regression coefficients. The validated c-statistic was 0.816 (95%, CI, 0.766-0.867) and 0.756 (95% CI, 0.696-0.817) for the internal and external validation, respectively. Calibration plots indicated that the model-predicted probabilities correlated well with the actual observed frequencies. This predictive model may facilitate the prognostication of TA-TMA and contribute to the early identification of high-risk patients. American Society of Hematology 2021-12-16 /pmc/articles/PMC8714708/ /pubmed/34507352 http://dx.doi.org/10.1182/bloodadvances.2021004530 Text en © 2021 by The American Society of Hematology. Licensed under Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0), permitting only noncommercial. Nonderivative use with attribution. All other rights reserved. |
spellingShingle | Clinical Trials and Observations Zhao, Peng Wu, Ye-jun He, Yun Chong, Shan Qu, Qing-yuan Deng, Rui-xin Sun, Xiao-wan Huang, Qiu-sha Liu, Xiao Zhu, Xiao-lu Wang, Feng-rong Zhang, Yuan-yuan Mo, Xiao-dong Han, Wei Wang, Jing-zhi Wang, Yu Chen, Huan Chen, Yu-hong Zhao, Xiang-yu Chang, Ying-jun Xu, Lan-ping Liu, Kai-yan Huang, Xiao-jun Zhang, Xiao-hui A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy |
title | A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy |
title_full | A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy |
title_fullStr | A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy |
title_full_unstemmed | A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy |
title_short | A prognostic model (BATAP) with external validation for patients with transplant-associated thrombotic microangiopathy |
title_sort | prognostic model (batap) with external validation for patients with transplant-associated thrombotic microangiopathy |
topic | Clinical Trials and Observations |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8714708/ https://www.ncbi.nlm.nih.gov/pubmed/34507352 http://dx.doi.org/10.1182/bloodadvances.2021004530 |
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