Improving equitable collection and analysis of PROMIS Global health data over time following spine surgery: characterizing survey nonresponse and missing data.

IF 4.9 1区 医学 Q1 CLINICAL NEUROLOGY
David Shin, Seth Meade, Gabrielle Scariano, Yadi Li, Arpan A Patel, Brittany Lapin, Michael P Steinmetz, Thomas Mroz, Ghaith Habboub
{"title":"Improving equitable collection and analysis of PROMIS Global health data over time following spine surgery: characterizing survey nonresponse and missing data.","authors":"David Shin, Seth Meade, Gabrielle Scariano, Yadi Li, Arpan A Patel, Brittany Lapin, Michael P Steinmetz, Thomas Mroz, Ghaith Habboub","doi":"10.1016/j.spinee.2025.04.022","DOIUrl":null,"url":null,"abstract":"<p><strong>Background context: </strong>Patient-reported outcome measures (PROMs), the gold standard for outcome assessment in spine surgery, exhibit variability over time. Incomplete PROM collection, however, introduces nonresponse bias and limits the generalizability of time-based analyses of outcomes.</p><p><strong>Purpose: </strong>This study compared PROM-respondents and nonrespondents in spine surgery to characterize survey nonresponse and improve equitable patient representation in time series PROM analyses.</p><p><strong>Study design: </strong>Retrospective study.</p><p><strong>Patient sample: </strong>Patients undergoing surgery at a large, tertiary care center in the United States between July 2009 and February 2023 for lumbar spinal stenosis without spondylolisthesis (LSS), lumbar spinal stenosis with spondylolisthesis (LSP), or cervical spondylotic myelopathy (CSM).</p><p><strong>Outcome measures: </strong>The primary outcome was completeness of available PROM records, which was defined as having Patient-Reported Outcomes Measurement Information System (PROMIS)-Global Health scores once within 2 years preoperatively and twice within 2 years postoperatively.</p><p><strong>Methods: </strong>Demographic variables of age, sex, race, marital status, employment, insurance, body mass index (BMI), smoking, and Area Deprivation Index (ADI) were obtained from the electronic medical record. These characteristics were compared by PROM-completeness within each pathology group. Comparative analyses between the PROM-complete and PROM-incomplete patients within each pathology group were conducted using the Satterthwaite t-test for continuous variables, Pearson's chi-square test for categorical variables, and Mann-Whitney U test for ordinal variables. Among patients with complete PROMs, availability of PROMIS-Global Health within 2 years pre- and postoperatively was plotted in bins of 84- and 168-days width to characterize the distribution of time points represented in PROM data for these patients. To visualize geographic variation in likelihood of representation in time series PROMs analyses, census block-level heatmaps were generated for each pathology group showing predicted probability of PROM-completeness by logistic regression with age, sex, race, marital status, employment status, insurance category, BMI, and smoking status as predictor variables.</p><p><strong>Results: </strong>About 4,938 patients (1,751 LSS, 1,711 LSP, 1,476 CSM) were analyzed. PROM-complete patients varied significantly from PROM-incomplete patients in demographic distributions. PROM-complete patients were more likely of White race, married, retired, and less likely to be current smokers. LSS and CSM PROM-complete patients were more likely to have Medicare insurance than PROM-incomplete patients.</p><p><strong>Conclusion: </strong>Patients completing PROMs for spine surgery may differ from those who do not, with greater representation of White race, being married, retiree status, and Medicare insurance among those with complete PROMs. As PROMs are further incorporated into physician evaluation, value-based reimbursement, and predictive analytics for surgical outcomes, understanding survey nonresponse will be critical for generating equitable, individualized, and informed applications to support healthcare decisions.</p>","PeriodicalId":49484,"journal":{"name":"Spine Journal","volume":" ","pages":""},"PeriodicalIF":4.9000,"publicationDate":"2025-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Spine Journal","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1016/j.spinee.2025.04.022","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background context: Patient-reported outcome measures (PROMs), the gold standard for outcome assessment in spine surgery, exhibit variability over time. Incomplete PROM collection, however, introduces nonresponse bias and limits the generalizability of time-based analyses of outcomes.

Purpose: This study compared PROM-respondents and nonrespondents in spine surgery to characterize survey nonresponse and improve equitable patient representation in time series PROM analyses.

Study design: Retrospective study.

Patient sample: Patients undergoing surgery at a large, tertiary care center in the United States between July 2009 and February 2023 for lumbar spinal stenosis without spondylolisthesis (LSS), lumbar spinal stenosis with spondylolisthesis (LSP), or cervical spondylotic myelopathy (CSM).

Outcome measures: The primary outcome was completeness of available PROM records, which was defined as having Patient-Reported Outcomes Measurement Information System (PROMIS)-Global Health scores once within 2 years preoperatively and twice within 2 years postoperatively.

Methods: Demographic variables of age, sex, race, marital status, employment, insurance, body mass index (BMI), smoking, and Area Deprivation Index (ADI) were obtained from the electronic medical record. These characteristics were compared by PROM-completeness within each pathology group. Comparative analyses between the PROM-complete and PROM-incomplete patients within each pathology group were conducted using the Satterthwaite t-test for continuous variables, Pearson's chi-square test for categorical variables, and Mann-Whitney U test for ordinal variables. Among patients with complete PROMs, availability of PROMIS-Global Health within 2 years pre- and postoperatively was plotted in bins of 84- and 168-days width to characterize the distribution of time points represented in PROM data for these patients. To visualize geographic variation in likelihood of representation in time series PROMs analyses, census block-level heatmaps were generated for each pathology group showing predicted probability of PROM-completeness by logistic regression with age, sex, race, marital status, employment status, insurance category, BMI, and smoking status as predictor variables.

Results: About 4,938 patients (1,751 LSS, 1,711 LSP, 1,476 CSM) were analyzed. PROM-complete patients varied significantly from PROM-incomplete patients in demographic distributions. PROM-complete patients were more likely of White race, married, retired, and less likely to be current smokers. LSS and CSM PROM-complete patients were more likely to have Medicare insurance than PROM-incomplete patients.

Conclusion: Patients completing PROMs for spine surgery may differ from those who do not, with greater representation of White race, being married, retiree status, and Medicare insurance among those with complete PROMs. As PROMs are further incorporated into physician evaluation, value-based reimbursement, and predictive analytics for surgical outcomes, understanding survey nonresponse will be critical for generating equitable, individualized, and informed applications to support healthcare decisions.

改善脊柱手术后一段时间内PROMIS全球健康数据的公平收集和分析:调查无反应和缺失数据的特征
背景:患者报告的结果测量(PROMs),脊柱外科结果评估的金标准,随着时间的推移表现出变异性。然而,不完整的PROM收集会引入无反应偏差,并限制了基于时间的结果分析的普遍性。目的:本研究比较了脊柱外科中PROM应答者和非应答者,以表征调查无应答者的特征,并在时间序列PROM分析中提高公平的患者代表性。研究设计:回顾性研究。患者样本:2009年7月至2023年2月在美国一家大型三级医疗中心接受手术治疗的腰椎管狭窄无椎体滑脱(LSS)、腰椎管狭窄伴椎体滑脱(LSP)或脊髓型颈椎病(CSM)患者。结果测量:主要结果是可用PROM记录的完整性,其定义为术前2年内患者报告的结果测量信息系统(PROMIS)-全球健康评分1次,术后2年内2次。方法:从电子病历中获取年龄、性别、种族、婚姻状况、就业、保险、体重指数(BMI)、吸烟情况、区域剥夺指数(ADI)等人口统计变量。通过每个病理组的prom完整性比较这些特征。对各病理组内PROM-complete和PROM-incomplete患者进行比较分析,对连续变量采用Satterthwaite t检验,对分类变量采用Pearson卡方检验,对有序变量采用Mann-Whitney U检验。在完全性PROM患者中,在术前和术后2年内,以84天和168天的宽度绘制了PROM - global Health的可用性,以表征这些患者PROM数据中所代表的时间点分布。为了可视化时间序列PROMs分析中表现可能性的地理差异,为每个病理组生成了人口普查块级热图,通过逻辑回归显示PROMs完整性的预测概率,以年龄、性别、种族、婚姻状况、就业状况、保险类别、BMI和吸烟状况作为预测变量。结果:共分析4938例患者(LSS 1751例,LSP 1711例,CSM 1476例)。PROM-complete患者与PROM-incomplete患者在人口统计学分布上差异显著。完整的prom患者更可能是白人,已婚,退休,并且不太可能是目前的吸烟者。LSS和CSM的PROM-complete患者比PROM-incomplete患者更可能有医疗保险。结论:完成脊柱外科PROMs的患者可能与未完成PROMs的患者不同,在完成PROMs的患者中,白人、已婚、退休状态和医疗保险的比例更高。随着prom进一步被纳入医生评估、基于价值的报销和手术结果的预测分析,了解调查无反应对于生成公平、个性化和知情的应用程序以支持医疗保健决策至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Spine Journal
Spine Journal 医学-临床神经学
CiteScore
8.20
自引率
6.70%
发文量
680
审稿时长
13.1 weeks
期刊介绍: The Spine Journal, the official journal of the North American Spine Society, is an international and multidisciplinary journal that publishes original, peer-reviewed articles on research and treatment related to the spine and spine care, including basic science and clinical investigations. It is a condition of publication that manuscripts submitted to The Spine Journal have not been published, and will not be simultaneously submitted or published elsewhere. The Spine Journal also publishes major reviews of specific topics by acknowledged authorities, technical notes, teaching editorials, and other special features, Letters to the Editor-in-Chief are encouraged.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信