{"title":"生长迟缓儿童对医学干预的反应:一项因果推理方法研究","authors":"Mathea Gjoertz , Alexis Rybak , Alessio Picco , Michael Hauschild , Julien Sauser , Kanetee Busiah","doi":"10.1016/j.arcped.2024.12.004","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Studies on growth response to medical interventions in children with growth delay are mainly randomized controlled trials (RCTs) and observational studies. RCTs establish cause-effect relationships under controlled conditions but limited generalizability to real-life. Conversely, observational studies reflect real-life conditions but are subject to confounding factors and bias. Data regarding catch-up growth and associated factors in children who do not benefit from medical treatment are lacking.</div></div><div><h3>Objectives</h3><div>To evaluate the causal impact of etiological treatment (ET) versus a wait-and-see approach (WS) on one-year catch-up growth in children with growth delay of different etiologies and to identify factors associated with good catch-up growth independent of the intervention.</div></div><div><h3>Study design</h3><div>Retrospective cohort of children referred for growth delay, defined by height < -2 SD, height < -2 SD from target height, or growth velocity < 0 SD.</div><div>Causal inference methods, including inverse probability treatment weighting (IPTW), and weighted Poisson regression with robust variance, were used to estimate the average treatment effect in the treated and relative risk, respectively. A variable selection procedure was applied using backward selection by Akaike Information Criterion.</div></div><div><h3>Results</h3><div>We included 198 children: 100 with ET and 98 with WS. Main diagnosis was secondary growth failure (42.4 %). Good catch-up growth was more frequent with ET versus WS (31.31% vs. 3.54 %, <em>p</em> < 0.05). Patients in the ET group had a 10.3 times higher chance of achieving one-year good catch-up growth. Young age and low growth velocity at baseline were associated with better catch-up growth, independently of the intervention.</div></div><div><h3>Conclusion</h3><div>ET significantly improves growth catch-up in children with growth delay. Young age and low growth velocity are associated with good catch-up growth, regardless of intervention. The use of IPTW strengthen the validity of the findings in a real-world setting, despite the retrospective study design. This approach highlights the effectiveness of interventions and the robustness of findings through advanced statistical adjustments.</div></div>","PeriodicalId":55477,"journal":{"name":"Archives De Pediatrie","volume":"32 4","pages":"Pages 238-243"},"PeriodicalIF":1.3000,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Growth response to medical intervention in an observational real-life cohort of children with growth delay: A causal inference methods study\",\"authors\":\"Mathea Gjoertz , Alexis Rybak , Alessio Picco , Michael Hauschild , Julien Sauser , Kanetee Busiah\",\"doi\":\"10.1016/j.arcped.2024.12.004\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Studies on growth response to medical interventions in children with growth delay are mainly randomized controlled trials (RCTs) and observational studies. RCTs establish cause-effect relationships under controlled conditions but limited generalizability to real-life. Conversely, observational studies reflect real-life conditions but are subject to confounding factors and bias. Data regarding catch-up growth and associated factors in children who do not benefit from medical treatment are lacking.</div></div><div><h3>Objectives</h3><div>To evaluate the causal impact of etiological treatment (ET) versus a wait-and-see approach (WS) on one-year catch-up growth in children with growth delay of different etiologies and to identify factors associated with good catch-up growth independent of the intervention.</div></div><div><h3>Study design</h3><div>Retrospective cohort of children referred for growth delay, defined by height < -2 SD, height < -2 SD from target height, or growth velocity < 0 SD.</div><div>Causal inference methods, including inverse probability treatment weighting (IPTW), and weighted Poisson regression with robust variance, were used to estimate the average treatment effect in the treated and relative risk, respectively. A variable selection procedure was applied using backward selection by Akaike Information Criterion.</div></div><div><h3>Results</h3><div>We included 198 children: 100 with ET and 98 with WS. Main diagnosis was secondary growth failure (42.4 %). Good catch-up growth was more frequent with ET versus WS (31.31% vs. 3.54 %, <em>p</em> < 0.05). Patients in the ET group had a 10.3 times higher chance of achieving one-year good catch-up growth. Young age and low growth velocity at baseline were associated with better catch-up growth, independently of the intervention.</div></div><div><h3>Conclusion</h3><div>ET significantly improves growth catch-up in children with growth delay. Young age and low growth velocity are associated with good catch-up growth, regardless of intervention. The use of IPTW strengthen the validity of the findings in a real-world setting, despite the retrospective study design. This approach highlights the effectiveness of interventions and the robustness of findings through advanced statistical adjustments.</div></div>\",\"PeriodicalId\":55477,\"journal\":{\"name\":\"Archives De Pediatrie\",\"volume\":\"32 4\",\"pages\":\"Pages 238-243\"},\"PeriodicalIF\":1.3000,\"publicationDate\":\"2025-05-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Archives De Pediatrie\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0929693X25000168\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"PEDIATRICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Archives De Pediatrie","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0929693X25000168","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"PEDIATRICS","Score":null,"Total":0}
Growth response to medical intervention in an observational real-life cohort of children with growth delay: A causal inference methods study
Background
Studies on growth response to medical interventions in children with growth delay are mainly randomized controlled trials (RCTs) and observational studies. RCTs establish cause-effect relationships under controlled conditions but limited generalizability to real-life. Conversely, observational studies reflect real-life conditions but are subject to confounding factors and bias. Data regarding catch-up growth and associated factors in children who do not benefit from medical treatment are lacking.
Objectives
To evaluate the causal impact of etiological treatment (ET) versus a wait-and-see approach (WS) on one-year catch-up growth in children with growth delay of different etiologies and to identify factors associated with good catch-up growth independent of the intervention.
Study design
Retrospective cohort of children referred for growth delay, defined by height < -2 SD, height < -2 SD from target height, or growth velocity < 0 SD.
Causal inference methods, including inverse probability treatment weighting (IPTW), and weighted Poisson regression with robust variance, were used to estimate the average treatment effect in the treated and relative risk, respectively. A variable selection procedure was applied using backward selection by Akaike Information Criterion.
Results
We included 198 children: 100 with ET and 98 with WS. Main diagnosis was secondary growth failure (42.4 %). Good catch-up growth was more frequent with ET versus WS (31.31% vs. 3.54 %, p < 0.05). Patients in the ET group had a 10.3 times higher chance of achieving one-year good catch-up growth. Young age and low growth velocity at baseline were associated with better catch-up growth, independently of the intervention.
Conclusion
ET significantly improves growth catch-up in children with growth delay. Young age and low growth velocity are associated with good catch-up growth, regardless of intervention. The use of IPTW strengthen the validity of the findings in a real-world setting, despite the retrospective study design. This approach highlights the effectiveness of interventions and the robustness of findings through advanced statistical adjustments.
期刊介绍:
Archives de Pédiatrie publishes in English original Research papers, Review articles, Short communications, Practice guidelines, Editorials and Letters in all fields relevant to pediatrics.
Eight issues of Archives de Pédiatrie are released annually, as well as supplementary and special editions to complete these regular issues.
All manuscripts submitted to the journal are subjected to peer review by international experts, and must:
Be written in excellent English, clear and easy to understand, precise and concise;
Bring new, interesting, valid information - and improve clinical care or guide future research;
Be solely the work of the author(s) stated;
Not have been previously published elsewhere and not be under consideration by another journal;
Be in accordance with the journal''s Guide for Authors'' instructions: manuscripts that fail to comply with these rules may be returned to the authors without being reviewed.
Under no circumstances does the journal guarantee publication before the editorial board makes its final decision.
Archives de Pédiatrie is the official publication of the French Society of Pediatrics.