A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study.
Pre-eclampsia/eclampsia are leading causes of maternal mortality and morbidity, particularly in low- and middle- income countries (LMICs). We developed the miniPIERS risk prediction model to provide a simple, evidence-based tool to identify pregnant women in LMICs at increased risk of death or major...
Main Authors: | , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
Public Library of Science (PLoS)
2014-01-01
|
Series: | PLoS Medicine |
Online Access: | http://europepmc.org/articles/PMC3897359?pdf=render |
id |
doaj-094e3f12ab0744bebc3e216e8d5b02be |
---|---|
record_format |
Article |
spelling |
doaj-094e3f12ab0744bebc3e216e8d5b02be2020-11-25T01:15:35ZengPublic Library of Science (PLoS)PLoS Medicine1549-12771549-16762014-01-01111e100158910.1371/journal.pmed.1001589A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study.Beth A PayneJennifer A HutcheonJ Mark AnserminoDavid R HallZulfiqar A BhuttaShereen Z BhuttaChristine BiryabaremaWilliam A GrobmanHenk GroenFarizah HaniffJing LiLaura A MageeMario MerialdiAnnettee NakimuliZiguang QuRozina SikandarNelson SassDiane SawchuckD Wilhelm SteynMariana WidmerJian ZhouPeter von DadelszenminiPIERS Study Working GroupPre-eclampsia/eclampsia are leading causes of maternal mortality and morbidity, particularly in low- and middle- income countries (LMICs). We developed the miniPIERS risk prediction model to provide a simple, evidence-based tool to identify pregnant women in LMICs at increased risk of death or major hypertensive-related complications.From 1 July 2008 to 31 March 2012, in five LMICs, data were collected prospectively on 2,081 women with any hypertensive disorder of pregnancy admitted to a participating centre. Candidate predictors collected within 24 hours of admission were entered into a step-wise backward elimination logistic regression model to predict a composite adverse maternal outcome within 48 hours of admission. Model internal validation was accomplished by bootstrapping and external validation was completed using data from 1,300 women in the Pre-eclampsia Integrated Estimate of RiSk (fullPIERS) dataset. Predictive performance was assessed for calibration, discrimination, and stratification capacity. The final miniPIERS model included: parity (nulliparous versus multiparous); gestational age on admission; headache/visual disturbances; chest pain/dyspnoea; vaginal bleeding with abdominal pain; systolic blood pressure; and dipstick proteinuria. The miniPIERS model was well-calibrated and had an area under the receiver operating characteristic curve (AUC ROC) of 0.768 (95% CI 0.735-0.801) with an average optimism of 0.037. External validation AUC ROC was 0.713 (95% CI 0.658-0.768). A predicted probability ≥25% to define a positive test classified women with 85.5% accuracy. Limitations of this study include the composite outcome and the broad inclusion criteria of any hypertensive disorder of pregnancy. This broad approach was used to optimize model generalizability.The miniPIERS model shows reasonable ability to identify women at increased risk of adverse maternal outcomes associated with the hypertensive disorders of pregnancy. It could be used in LMICs to identify women who would benefit most from interventions such as magnesium sulphate, antihypertensives, or transportation to a higher level of care.http://europepmc.org/articles/PMC3897359?pdf=render |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Beth A Payne Jennifer A Hutcheon J Mark Ansermino David R Hall Zulfiqar A Bhutta Shereen Z Bhutta Christine Biryabarema William A Grobman Henk Groen Farizah Haniff Jing Li Laura A Magee Mario Merialdi Annettee Nakimuli Ziguang Qu Rozina Sikandar Nelson Sass Diane Sawchuck D Wilhelm Steyn Mariana Widmer Jian Zhou Peter von Dadelszen miniPIERS Study Working Group |
spellingShingle |
Beth A Payne Jennifer A Hutcheon J Mark Ansermino David R Hall Zulfiqar A Bhutta Shereen Z Bhutta Christine Biryabarema William A Grobman Henk Groen Farizah Haniff Jing Li Laura A Magee Mario Merialdi Annettee Nakimuli Ziguang Qu Rozina Sikandar Nelson Sass Diane Sawchuck D Wilhelm Steyn Mariana Widmer Jian Zhou Peter von Dadelszen miniPIERS Study Working Group A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study. PLoS Medicine |
author_facet |
Beth A Payne Jennifer A Hutcheon J Mark Ansermino David R Hall Zulfiqar A Bhutta Shereen Z Bhutta Christine Biryabarema William A Grobman Henk Groen Farizah Haniff Jing Li Laura A Magee Mario Merialdi Annettee Nakimuli Ziguang Qu Rozina Sikandar Nelson Sass Diane Sawchuck D Wilhelm Steyn Mariana Widmer Jian Zhou Peter von Dadelszen miniPIERS Study Working Group |
author_sort |
Beth A Payne |
title |
A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study. |
title_short |
A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study. |
title_full |
A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study. |
title_fullStr |
A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study. |
title_full_unstemmed |
A risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the miniPIERS (Pre-eclampsia Integrated Estimate of RiSk) multi-country prospective cohort study. |
title_sort |
risk prediction model for the assessment and triage of women with hypertensive disorders of pregnancy in low-resourced settings: the minipiers (pre-eclampsia integrated estimate of risk) multi-country prospective cohort study. |
publisher |
Public Library of Science (PLoS) |
series |
PLoS Medicine |
issn |
1549-1277 1549-1676 |
publishDate |
2014-01-01 |
description |
Pre-eclampsia/eclampsia are leading causes of maternal mortality and morbidity, particularly in low- and middle- income countries (LMICs). We developed the miniPIERS risk prediction model to provide a simple, evidence-based tool to identify pregnant women in LMICs at increased risk of death or major hypertensive-related complications.From 1 July 2008 to 31 March 2012, in five LMICs, data were collected prospectively on 2,081 women with any hypertensive disorder of pregnancy admitted to a participating centre. Candidate predictors collected within 24 hours of admission were entered into a step-wise backward elimination logistic regression model to predict a composite adverse maternal outcome within 48 hours of admission. Model internal validation was accomplished by bootstrapping and external validation was completed using data from 1,300 women in the Pre-eclampsia Integrated Estimate of RiSk (fullPIERS) dataset. Predictive performance was assessed for calibration, discrimination, and stratification capacity. The final miniPIERS model included: parity (nulliparous versus multiparous); gestational age on admission; headache/visual disturbances; chest pain/dyspnoea; vaginal bleeding with abdominal pain; systolic blood pressure; and dipstick proteinuria. The miniPIERS model was well-calibrated and had an area under the receiver operating characteristic curve (AUC ROC) of 0.768 (95% CI 0.735-0.801) with an average optimism of 0.037. External validation AUC ROC was 0.713 (95% CI 0.658-0.768). A predicted probability ≥25% to define a positive test classified women with 85.5% accuracy. Limitations of this study include the composite outcome and the broad inclusion criteria of any hypertensive disorder of pregnancy. This broad approach was used to optimize model generalizability.The miniPIERS model shows reasonable ability to identify women at increased risk of adverse maternal outcomes associated with the hypertensive disorders of pregnancy. It could be used in LMICs to identify women who would benefit most from interventions such as magnesium sulphate, antihypertensives, or transportation to a higher level of care. |
url |
http://europepmc.org/articles/PMC3897359?pdf=render |
work_keys_str_mv |
AT bethapayne ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jenniferahutcheon ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jmarkansermino ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT davidrhall ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT zulfiqarabhutta ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT shereenzbhutta ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT christinebiryabarema ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT williamagrobman ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT henkgroen ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT farizahhaniff ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jingli ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT lauraamagee ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT mariomerialdi ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT annetteenakimuli ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT ziguangqu ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT rozinasikandar ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT nelsonsass ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT dianesawchuck ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT dwilhelmsteyn ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT marianawidmer ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jianzhou ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT petervondadelszen ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT minipiersstudyworkinggroup ariskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT bethapayne riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jenniferahutcheon riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jmarkansermino riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT davidrhall riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT zulfiqarabhutta riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT shereenzbhutta riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT christinebiryabarema riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT williamagrobman riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT henkgroen riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT farizahhaniff riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jingli riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT lauraamagee riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT mariomerialdi riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT annetteenakimuli riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT ziguangqu riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT rozinasikandar riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT nelsonsass riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT dianesawchuck riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT dwilhelmsteyn riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT marianawidmer riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT jianzhou riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT petervondadelszen riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy AT minipiersstudyworkinggroup riskpredictionmodelfortheassessmentandtriageofwomenwithhypertensivedisordersofpregnancyinlowresourcedsettingstheminipierspreeclampsiaintegratedestimateofriskmulticountryprospectivecohortstudy |
_version_ |
1725152415519342592 |