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Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus
OBJECTIVE: Patients with systemic lupus erythematosus (SLE) have an increased risk of venous thromboembolism (VTE). We conducted this study to develop a risk score algorithm for VTE in patients with SLE that provides individualised risk estimates. METHODS: We developed a clinical prediction model of...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10668231/ https://www.ncbi.nlm.nih.gov/pubmed/37996129 http://dx.doi.org/10.1136/rmdopen-2023-003568 |
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author | You, Hanxiao Zhao, Jiuliang Zhang, Miaojia Jin, Ziyi Feng, Xuebing Tan, Wenfeng Wu, Lijun Duan, Xinwang Luo, Hui Zhao, Cheng Zhan, Feng Wu, Zhenbiao Li, Hongbin Yang, Min Xu, Jian Wei, Wei Wang, Yanhong Shi, Juhong Qu, Jingge Wang, Qian Leng, Xiaomei Tian, Xinping Zhao, Yan Li, Mengtao Zeng, Xiaofeng |
author_facet | You, Hanxiao Zhao, Jiuliang Zhang, Miaojia Jin, Ziyi Feng, Xuebing Tan, Wenfeng Wu, Lijun Duan, Xinwang Luo, Hui Zhao, Cheng Zhan, Feng Wu, Zhenbiao Li, Hongbin Yang, Min Xu, Jian Wei, Wei Wang, Yanhong Shi, Juhong Qu, Jingge Wang, Qian Leng, Xiaomei Tian, Xinping Zhao, Yan Li, Mengtao Zeng, Xiaofeng |
author_sort | You, Hanxiao |
collection | PubMed |
description | OBJECTIVE: Patients with systemic lupus erythematosus (SLE) have an increased risk of venous thromboembolism (VTE). We conducted this study to develop a risk score algorithm for VTE in patients with SLE that provides individualised risk estimates. METHODS: We developed a clinical prediction model of VTE in 4502 patients with SLE based on the Chinese SLE Treatment and Research group cohort (CSTAR) from January 2009 to January 2020 and externally validated in 3780 patients with SLE in CSTAR from January 2020 to January 2022. Baseline data were obtained and VTE events were recorded during the follow-up. The prediction model was developed to predict VTE risk within 6 months in patients with SLE, using multivariate logistic regression and least absolute shrinkage and selection operator. SLE-VTE score and nomogram were established according to the model. RESULTS: A total of 4502 patients included in the development cohort, 135 had VTE events. The final prediction model (SLE-VTE score) included 11 variables: gender, age, body mass index, hyperlipidaemia, hypoalbuminaemia, C reactive protein, anti-β2GPI antibodies, lupus anticoagulant, renal involvement, nervous system involvement and hydroxychloroquine, with area under the curve of 0.947 and 0.808 in the development (n=4502) and external validation cohort (n=3780), respectively. According to the net benefit and predicted probability thresholds, we recommend annual screening of VTE in high risk (≥1.03%) patients with SLE. CONCLUSION: Various factors are related to the occurrence of VTE in patients with SLE. The proposed SLE-VTE risk score can accurately predict the risk of VTE and help identify patients with SLE with a high risk of VTE who may benefit from thromboprophylaxis. |
format | Online Article Text |
id | pubmed-10668231 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-106682312023-11-23 Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus You, Hanxiao Zhao, Jiuliang Zhang, Miaojia Jin, Ziyi Feng, Xuebing Tan, Wenfeng Wu, Lijun Duan, Xinwang Luo, Hui Zhao, Cheng Zhan, Feng Wu, Zhenbiao Li, Hongbin Yang, Min Xu, Jian Wei, Wei Wang, Yanhong Shi, Juhong Qu, Jingge Wang, Qian Leng, Xiaomei Tian, Xinping Zhao, Yan Li, Mengtao Zeng, Xiaofeng RMD Open Lupus OBJECTIVE: Patients with systemic lupus erythematosus (SLE) have an increased risk of venous thromboembolism (VTE). We conducted this study to develop a risk score algorithm for VTE in patients with SLE that provides individualised risk estimates. METHODS: We developed a clinical prediction model of VTE in 4502 patients with SLE based on the Chinese SLE Treatment and Research group cohort (CSTAR) from January 2009 to January 2020 and externally validated in 3780 patients with SLE in CSTAR from January 2020 to January 2022. Baseline data were obtained and VTE events were recorded during the follow-up. The prediction model was developed to predict VTE risk within 6 months in patients with SLE, using multivariate logistic regression and least absolute shrinkage and selection operator. SLE-VTE score and nomogram were established according to the model. RESULTS: A total of 4502 patients included in the development cohort, 135 had VTE events. The final prediction model (SLE-VTE score) included 11 variables: gender, age, body mass index, hyperlipidaemia, hypoalbuminaemia, C reactive protein, anti-β2GPI antibodies, lupus anticoagulant, renal involvement, nervous system involvement and hydroxychloroquine, with area under the curve of 0.947 and 0.808 in the development (n=4502) and external validation cohort (n=3780), respectively. According to the net benefit and predicted probability thresholds, we recommend annual screening of VTE in high risk (≥1.03%) patients with SLE. CONCLUSION: Various factors are related to the occurrence of VTE in patients with SLE. The proposed SLE-VTE risk score can accurately predict the risk of VTE and help identify patients with SLE with a high risk of VTE who may benefit from thromboprophylaxis. BMJ Publishing Group 2023-11-23 /pmc/articles/PMC10668231/ /pubmed/37996129 http://dx.doi.org/10.1136/rmdopen-2023-003568 Text en © Author(s) (or their employer(s)) 2023. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Lupus You, Hanxiao Zhao, Jiuliang Zhang, Miaojia Jin, Ziyi Feng, Xuebing Tan, Wenfeng Wu, Lijun Duan, Xinwang Luo, Hui Zhao, Cheng Zhan, Feng Wu, Zhenbiao Li, Hongbin Yang, Min Xu, Jian Wei, Wei Wang, Yanhong Shi, Juhong Qu, Jingge Wang, Qian Leng, Xiaomei Tian, Xinping Zhao, Yan Li, Mengtao Zeng, Xiaofeng Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus |
title | Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus |
title_full | Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus |
title_fullStr | Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus |
title_full_unstemmed | Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus |
title_short | Development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus |
title_sort | development and external validation of a prediction model for venous thromboembolism in systemic lupus erythematosus |
topic | Lupus |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10668231/ https://www.ncbi.nlm.nih.gov/pubmed/37996129 http://dx.doi.org/10.1136/rmdopen-2023-003568 |
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