Cargando…

Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study

Objective To develop and validate a risk prediction model for venous thromboembolism in the first six weeks after delivery (early postpartum). Design Cohort study. Setting Records from England based Clinical Practice Research Datalink (CPRD) linked to Hospital Episode Statistics (HES) and data from...

Descripción completa

Detalles Bibliográficos
Autores principales: Sultan, Alyshah Abdul, West, Joe, Grainge, Matthew J, Riley, Richard D, Tata, Laila J, Stephansson, Olof, Fleming, Kate M, Nelson-Piercy, Catherine, Ludvigsson, Jonas F
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group Ltd. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5137302/
https://www.ncbi.nlm.nih.gov/pubmed/27919934
http://dx.doi.org/10.1136/bmj.i6253
_version_ 1782471891271811072
author Sultan, Alyshah Abdul
West, Joe
Grainge, Matthew J
Riley, Richard D
Tata, Laila J
Stephansson, Olof
Fleming, Kate M
Nelson-Piercy, Catherine
Ludvigsson, Jonas F
author_facet Sultan, Alyshah Abdul
West, Joe
Grainge, Matthew J
Riley, Richard D
Tata, Laila J
Stephansson, Olof
Fleming, Kate M
Nelson-Piercy, Catherine
Ludvigsson, Jonas F
author_sort Sultan, Alyshah Abdul
collection PubMed
description Objective To develop and validate a risk prediction model for venous thromboembolism in the first six weeks after delivery (early postpartum). Design Cohort study. Setting Records from England based Clinical Practice Research Datalink (CPRD) linked to Hospital Episode Statistics (HES) and data from Sweden based registry. Participants All pregnant women registered with CPRD-HES linked data between 1997 and 2014 and Swedish medical birth registry between 2005 and 2011 with postpartum follow-up. Main outcome measure Multivariable logistic regression analysis was used to develop a risk prediction model for postpartum venous thromboembolism based on the English data, which was externally validated in the Swedish data. Results 433 353 deliveries were identified in the English cohort and 662 387 in the Swedish cohort. The absolute rate of venous thromboembolism was 7.2 per 10 000 deliveries in the English cohort and 7.9 per 10 000 in the Swedish cohort. Emergency caesarean delivery, stillbirth, varicose veins, pre-eclampsia/eclampsia, postpartum infection, and comorbidities were the strongest predictors of venous thromboembolism in the final multivariable model. Discrimination of the model was similar in both cohorts, with a C statistic above 0.70, with excellent calibration of observed and predicted risks. The model identified more venous thromboembolism events than the existing national English (sensitivity 68% v 63%) and Swedish guidelines (30% v 21%) at similar thresholds. Conclusion A new prediction model that quantifies absolute risk of postpartum venous thromboembolism has been developed and externally validated. It is based on clinical variables that are available in many developed countries at the point of delivery and could serve as the basis for real time decisions on obstetric thromboprophylaxis.
format Online
Article
Text
id pubmed-5137302
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher BMJ Publishing Group Ltd.
record_format MEDLINE/PubMed
spelling pubmed-51373022016-12-08 Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study Sultan, Alyshah Abdul West, Joe Grainge, Matthew J Riley, Richard D Tata, Laila J Stephansson, Olof Fleming, Kate M Nelson-Piercy, Catherine Ludvigsson, Jonas F BMJ Research Objective To develop and validate a risk prediction model for venous thromboembolism in the first six weeks after delivery (early postpartum). Design Cohort study. Setting Records from England based Clinical Practice Research Datalink (CPRD) linked to Hospital Episode Statistics (HES) and data from Sweden based registry. Participants All pregnant women registered with CPRD-HES linked data between 1997 and 2014 and Swedish medical birth registry between 2005 and 2011 with postpartum follow-up. Main outcome measure Multivariable logistic regression analysis was used to develop a risk prediction model for postpartum venous thromboembolism based on the English data, which was externally validated in the Swedish data. Results 433 353 deliveries were identified in the English cohort and 662 387 in the Swedish cohort. The absolute rate of venous thromboembolism was 7.2 per 10 000 deliveries in the English cohort and 7.9 per 10 000 in the Swedish cohort. Emergency caesarean delivery, stillbirth, varicose veins, pre-eclampsia/eclampsia, postpartum infection, and comorbidities were the strongest predictors of venous thromboembolism in the final multivariable model. Discrimination of the model was similar in both cohorts, with a C statistic above 0.70, with excellent calibration of observed and predicted risks. The model identified more venous thromboembolism events than the existing national English (sensitivity 68% v 63%) and Swedish guidelines (30% v 21%) at similar thresholds. Conclusion A new prediction model that quantifies absolute risk of postpartum venous thromboembolism has been developed and externally validated. It is based on clinical variables that are available in many developed countries at the point of delivery and could serve as the basis for real time decisions on obstetric thromboprophylaxis. BMJ Publishing Group Ltd. 2016-12-05 /pmc/articles/PMC5137302/ /pubmed/27919934 http://dx.doi.org/10.1136/bmj.i6253 Text en Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://group.bmj.com/group/rights-licensing/permissions This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 3.0) 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 and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/3.0/.
spellingShingle Research
Sultan, Alyshah Abdul
West, Joe
Grainge, Matthew J
Riley, Richard D
Tata, Laila J
Stephansson, Olof
Fleming, Kate M
Nelson-Piercy, Catherine
Ludvigsson, Jonas F
Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study
title Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study
title_full Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study
title_fullStr Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study
title_full_unstemmed Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study
title_short Development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study
title_sort development and validation of risk prediction model for venous thromboembolism in postpartum women: multinational cohort study
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5137302/
https://www.ncbi.nlm.nih.gov/pubmed/27919934
http://dx.doi.org/10.1136/bmj.i6253
work_keys_str_mv AT sultanalyshahabdul developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT westjoe developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT graingematthewj developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT rileyrichardd developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT tatalailaj developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT stephanssonolof developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT flemingkatem developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT nelsonpiercycatherine developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy
AT ludvigssonjonasf developmentandvalidationofriskpredictionmodelforvenousthromboembolisminpostpartumwomenmultinationalcohortstudy