Lama Ghazi, Xinyuan Chen, Michael O Harhay, Liangyuan Hu, Aditya Biswas, Aldo J Peixoto, Fan Li, F Perry Wilson
{"title":"住院期间严重血压升高静脉注射降压药后急性肾损伤发生率的治疗效果异质性","authors":"Lama Ghazi, Xinyuan Chen, Michael O Harhay, Liangyuan Hu, Aditya Biswas, Aldo J Peixoto, Fan Li, F Perry Wilson","doi":"10.1053/j.ajkd.2024.09.011","DOIUrl":null,"url":null,"abstract":"<p><strong>Rationale & objective: </strong>Severe hypertension (HTN) that develops after hospital admission is prevalent in 10% of patients admitted for reasons other than HTN. Severe HTN is commonly treated with intravenous (IV) antihypertensives and is associated with a greater risk of acute kidney injury (AKI). We explored whether there is heterogeneity in IV antihypertensives' effect on AKI incidence among patients who develop severe HTN during hospitalization.</p><p><strong>Study design: </strong>Heterogeneity of treatment effect analysis.</p><p><strong>Settings & participants: </strong>Patients who developed severe HTN, defined as systolic blood pressure (BP)>180 or diastolic BP>110mm Hg, during hospitalization and did not have kidney failure.</p><p><strong>Exposure: </strong>Treatment with IV antihypertensives within 3 hours of BP elevation.</p><p><strong>Outcome: </strong>Time to developing AKI.</p><p><strong>Analytical approach: </strong>An accelerated failure time Bayesian additive regression trees (BART) model to capture the association between the time to develop AKI and predictors. Individual treatment effects were estimated for each participant using a counterfactual outcome framework, and these estimates were used to identify patient characteristics associated with treatment effect heterogeneity in response to IV antihypertensives.</p><p><strong>Results: </strong>We included 11,951 patients who developed severe HTN, 741 were treated with IV antihypertensives, and 11,210 were not, of whom 18% and 13% developed AKI, respectively. Most patients would have been harmed from IV antihypertensive treatment except for a small subset of 317 patients who were White, had a systolic BP on admission≥156mm Hg, an estimated glomerular filtration rate of≥70.7mL/min/1.73m<sup>2</sup>, and a serum bicarbonate of<21.7mmol/L.</p><p><strong>Limitations: </strong>Data-driven, hypothesis-generating approach. Findings were not validated with external data sources.</p><p><strong>Conclusions: </strong>These exploratory findings suggest that most patients who develop severe HTN will not benefit from IV antihypertensive treatment. Future studies should assess for heterogeneity when identifying treatment options, if any are needed, for severe HTN.</p><p><strong>Plain-language summary: </strong>Patients who develop severe blood pressure elevation during hospitalization are commonly treated with intravenous antihypertensives; however, this could lead to acute kidney injury (AKI). We wanted to assess whether this is consistent across all patients, using a new statistical approach that predicts what would happen if patients who were treated had not been treated and those who were not treated had been. We found that most patients will develop AKI, and only a small subset of patients might not. This exploratory study can help inform future studies on the treatment of hypertension that develops during hospitalization.</p>","PeriodicalId":7419,"journal":{"name":"American Journal of Kidney Diseases","volume":" ","pages":""},"PeriodicalIF":9.4000,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Treatment Effect Heterogeneity in Acute Kidney Injury Incidence Following Intravenous Antihypertensive Administration for Severe Blood Pressure Elevation During Hospitalization.\",\"authors\":\"Lama Ghazi, Xinyuan Chen, Michael O Harhay, Liangyuan Hu, Aditya Biswas, Aldo J Peixoto, Fan Li, F Perry Wilson\",\"doi\":\"10.1053/j.ajkd.2024.09.011\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Rationale & objective: </strong>Severe hypertension (HTN) that develops after hospital admission is prevalent in 10% of patients admitted for reasons other than HTN. Severe HTN is commonly treated with intravenous (IV) antihypertensives and is associated with a greater risk of acute kidney injury (AKI). We explored whether there is heterogeneity in IV antihypertensives' effect on AKI incidence among patients who develop severe HTN during hospitalization.</p><p><strong>Study design: </strong>Heterogeneity of treatment effect analysis.</p><p><strong>Settings & participants: </strong>Patients who developed severe HTN, defined as systolic blood pressure (BP)>180 or diastolic BP>110mm Hg, during hospitalization and did not have kidney failure.</p><p><strong>Exposure: </strong>Treatment with IV antihypertensives within 3 hours of BP elevation.</p><p><strong>Outcome: </strong>Time to developing AKI.</p><p><strong>Analytical approach: </strong>An accelerated failure time Bayesian additive regression trees (BART) model to capture the association between the time to develop AKI and predictors. Individual treatment effects were estimated for each participant using a counterfactual outcome framework, and these estimates were used to identify patient characteristics associated with treatment effect heterogeneity in response to IV antihypertensives.</p><p><strong>Results: </strong>We included 11,951 patients who developed severe HTN, 741 were treated with IV antihypertensives, and 11,210 were not, of whom 18% and 13% developed AKI, respectively. Most patients would have been harmed from IV antihypertensive treatment except for a small subset of 317 patients who were White, had a systolic BP on admission≥156mm Hg, an estimated glomerular filtration rate of≥70.7mL/min/1.73m<sup>2</sup>, and a serum bicarbonate of<21.7mmol/L.</p><p><strong>Limitations: </strong>Data-driven, hypothesis-generating approach. Findings were not validated with external data sources.</p><p><strong>Conclusions: </strong>These exploratory findings suggest that most patients who develop severe HTN will not benefit from IV antihypertensive treatment. Future studies should assess for heterogeneity when identifying treatment options, if any are needed, for severe HTN.</p><p><strong>Plain-language summary: </strong>Patients who develop severe blood pressure elevation during hospitalization are commonly treated with intravenous antihypertensives; however, this could lead to acute kidney injury (AKI). We wanted to assess whether this is consistent across all patients, using a new statistical approach that predicts what would happen if patients who were treated had not been treated and those who were not treated had been. We found that most patients will develop AKI, and only a small subset of patients might not. This exploratory study can help inform future studies on the treatment of hypertension that develops during hospitalization.</p>\",\"PeriodicalId\":7419,\"journal\":{\"name\":\"American Journal of Kidney Diseases\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":9.4000,\"publicationDate\":\"2024-11-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"American Journal of Kidney Diseases\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1053/j.ajkd.2024.09.011\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"UROLOGY & NEPHROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"American Journal of Kidney Diseases","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1053/j.ajkd.2024.09.011","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"UROLOGY & NEPHROLOGY","Score":null,"Total":0}
Treatment Effect Heterogeneity in Acute Kidney Injury Incidence Following Intravenous Antihypertensive Administration for Severe Blood Pressure Elevation During Hospitalization.
Rationale & objective: Severe hypertension (HTN) that develops after hospital admission is prevalent in 10% of patients admitted for reasons other than HTN. Severe HTN is commonly treated with intravenous (IV) antihypertensives and is associated with a greater risk of acute kidney injury (AKI). We explored whether there is heterogeneity in IV antihypertensives' effect on AKI incidence among patients who develop severe HTN during hospitalization.
Study design: Heterogeneity of treatment effect analysis.
Settings & participants: Patients who developed severe HTN, defined as systolic blood pressure (BP)>180 or diastolic BP>110mm Hg, during hospitalization and did not have kidney failure.
Exposure: Treatment with IV antihypertensives within 3 hours of BP elevation.
Outcome: Time to developing AKI.
Analytical approach: An accelerated failure time Bayesian additive regression trees (BART) model to capture the association between the time to develop AKI and predictors. Individual treatment effects were estimated for each participant using a counterfactual outcome framework, and these estimates were used to identify patient characteristics associated with treatment effect heterogeneity in response to IV antihypertensives.
Results: We included 11,951 patients who developed severe HTN, 741 were treated with IV antihypertensives, and 11,210 were not, of whom 18% and 13% developed AKI, respectively. Most patients would have been harmed from IV antihypertensive treatment except for a small subset of 317 patients who were White, had a systolic BP on admission≥156mm Hg, an estimated glomerular filtration rate of≥70.7mL/min/1.73m2, and a serum bicarbonate of<21.7mmol/L.
Limitations: Data-driven, hypothesis-generating approach. Findings were not validated with external data sources.
Conclusions: These exploratory findings suggest that most patients who develop severe HTN will not benefit from IV antihypertensive treatment. Future studies should assess for heterogeneity when identifying treatment options, if any are needed, for severe HTN.
Plain-language summary: Patients who develop severe blood pressure elevation during hospitalization are commonly treated with intravenous antihypertensives; however, this could lead to acute kidney injury (AKI). We wanted to assess whether this is consistent across all patients, using a new statistical approach that predicts what would happen if patients who were treated had not been treated and those who were not treated had been. We found that most patients will develop AKI, and only a small subset of patients might not. This exploratory study can help inform future studies on the treatment of hypertension that develops during hospitalization.
期刊介绍:
The American Journal of Kidney Diseases (AJKD), the National Kidney Foundation's official journal, is globally recognized for its leadership in clinical nephrology content. Monthly, AJKD publishes original investigations on kidney diseases, hypertension, dialysis therapies, and kidney transplantation. Rigorous peer-review, statistical scrutiny, and a structured format characterize the publication process. Each issue includes case reports unveiling new diseases and potential therapeutic strategies.