• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

利用大型行政数据库可靠识别缺血性脑卒中、溶栓和取栓的策略。

Strategy for reliable identification of ischaemic stroke, thrombolytics and thrombectomy in large administrative databases.

机构信息

Department of Emergency Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA

Department of Emergency Medicine, Harvard Medical School, Boston, Massachusetts, USA.

出版信息

Stroke Vasc Neurol. 2021 Jun;6(2):194-200. doi: 10.1136/svn-2020-000533. Epub 2020 Nov 11.

DOI:10.1136/svn-2020-000533
PMID:33177162
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8258073/
Abstract

BACKGROUND

Administrative data are frequently used in stroke research. Ensuring accurate identification of patients who had an ischaemic stroke, and those receiving thrombolysis and endovascular thrombectomy (EVT) is critical to ensure representativeness and generalisability. We examined differences in patient samples based on mode of identification, and propose a strategy for future patient and procedure identification in large administrative databases.

METHODS

We used non-public administrative data from the state of California to identify all patients who had an ischaemic stroke discharged from an emergency department (ED) or inpatient hospitalisation from 2010 to 2017 based on International Classification of Disease (ICD-9) (2010-2015), ICD-10 (2015-2017) and Medicare Severity-Diagnosis-related Group (MS-DRG) discharge codes. We identified patients with interhospital transfers, patients receiving thrombolytics and patients treated with EVT based on ICD, Current Procedural Terminology (CPT) and MS-DRG codes. We determined what proportion of these transfers and procedures would have been identified with ICD versus MS-DRG discharge codes.

RESULTS

Of 365 099 ischaemic stroke encounters, most (87.70%) had both a stroke-related ICD-9 or ICD-10 code and stroke-related MS-DRG code; 12.28% had only an ICD-9 or ICD-10 code and 0.02% had only an MS-DRG code. Nearly all transfers (99.99%) were identified using ICD codes. We identified 32 433 thrombolytic-treated patients (8.9% of total) using ICD, CPT and MS-DRG codes; the combination of ICD and CPT codes identified nearly all (98%). We identified 7691 patients treated with EVT (2.1% of total) using ICD and MS-DRG codes; both MS-DRG and ICD-9/ICD-10 codes were necessary because ICD codes alone missed 13.2% of EVTs. CPT codes only pertain to outpatient/ED patients and are not useful for EVT identification.

CONCLUSIONS

ICD-9/ICD-10 diagnosis codes capture nearly all ischaemic stroke encounters and transfers, while the combination of ICD-9/ICD-10 and CPT codes are adequate for identifying thrombolytic treatment in administrative datasets. However, MS-DRG codes are necessary in addition to ICD codes for identifying EVT, likely due to favourable reimbursement for EVT-related MS-DRG codes incentivising accurate coding.

摘要

背景

行政数据在中风研究中经常被使用。确保准确识别患有缺血性中风的患者以及接受溶栓和血管内血栓切除术(EVT)的患者对于确保代表性和通用性至关重要。我们根据识别方式检查了患者样本之间的差异,并提出了一种在大型行政数据库中识别患者和程序的策略。

方法

我们使用加利福尼亚州的非公开行政数据,根据国际疾病分类(ICD-9)(2010-2015 年)、ICD-10(2015-2017 年)和医疗保险严重程度-诊断相关组(MS-DRG)出院代码,从 2010 年至 2017 年从急诊科(ED)或住院患者中识别出所有患有缺血性中风的患者。我们根据 ICD、当前程序术语(CPT)和 MS-DRG 代码识别出有院内转院、接受溶栓治疗和接受 EVT 治疗的患者。我们确定使用 ICD 与 MS-DRG 出院代码可以识别出多少比例的这些转院和程序。

结果

在 365099 例缺血性中风患者中,大多数(87.70%)既有与中风相关的 ICD-9 或 ICD-10 代码,也有与中风相关的 MS-DRG 代码;12.28%仅有 ICD-9 或 ICD-10 代码,0.02%仅有 MS-DRG 代码。几乎所有的转院(99.99%)都可以通过 ICD 代码识别。我们使用 ICD、CPT 和 MS-DRG 代码识别出 32433 例接受溶栓治疗的患者(占总数的 8.9%);使用 ICD 和 CPT 代码几乎可以识别出所有患者(98%)。我们使用 ICD 和 MS-DRG 代码识别出 7691 例接受 EVT 治疗的患者(占总数的 2.1%);仅使用 ICD 和 MS-DRG 代码是必要的,因为 ICD 代码单独漏诊了 13.2%的 EVT。CPT 代码仅适用于门诊/ED 患者,对于 EVT 识别并不有用。

结论

ICD-9/ICD-10 诊断代码几乎可以捕获所有缺血性中风事件和转院,而 ICD-9/ICD-10 和 CPT 代码的组合对于在行政数据集中识别溶栓治疗是足够的。然而,除了 ICD 代码之外,MS-DRG 代码对于识别 EVT 是必要的,这可能是由于与 EVT 相关的 MS-DRG 代码的有利报销激励了准确编码。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/51ff/8258073/580e782f9b7b/svn-2020-000533f01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/51ff/8258073/580e782f9b7b/svn-2020-000533f01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/51ff/8258073/580e782f9b7b/svn-2020-000533f01.jpg

相似文献

1
Strategy for reliable identification of ischaemic stroke, thrombolytics and thrombectomy in large administrative databases.利用大型行政数据库可靠识别缺血性脑卒中、溶栓和取栓的策略。
Stroke Vasc Neurol. 2021 Jun;6(2):194-200. doi: 10.1136/svn-2020-000533. Epub 2020 Nov 11.
2
International classification of diseases and current procedural terminology codes underestimated thrombolytic use for ischemic stroke.国际疾病分类和现行手术操作术语编码低估了缺血性卒中的溶栓治疗使用情况。
J Clin Epidemiol. 2006 Aug;59(8):856-8. doi: 10.1016/j.jclinepi.2006.01.004. Epub 2006 May 23.
3
Outcomes of Endovascular Thrombectomy with and without Thrombolysis for Acute Large Artery Ischaemic Stroke at a Tertiary Stroke Centre.三级卒中中心急性大动脉缺血性卒中血管内血栓切除术联合与不联合溶栓治疗的疗效
Cerebrovasc Dis Extra. 2017;7(2):95-102. doi: 10.1159/000470855. Epub 2017 May 2.
4
Trends in Interhospital Transfers and Mechanical Thrombectomy for United States Acute Ischemic Stroke Inpatients.美国急性缺血性中风住院患者的院间转运及机械取栓治疗趋势
J Stroke Cerebrovasc Dis. 2019 Apr;28(4):980-987. doi: 10.1016/j.jstrokecerebrovasdis.2018.12.018. Epub 2019 Jan 8.
5
In ischemic stroke upon wakening, IV thrombolysis or EVT improves functional outcome at 90 d.在缺血性卒中后觉醒时,静脉溶栓或血管内治疗可改善 90 天的功能结局。
Ann Intern Med. 2022 Apr;175(4):JC41. doi: 10.7326/J22-0020. Epub 2022 Apr 5.
6
30-Day Readmissions After Endovascular Thrombectomy for Acute Ischemic Stroke.急性缺血性脑卒中血管内血栓切除术 30 天再入院率。
JACC Cardiovasc Interv. 2018 Dec 10;11(23):2414-2424. doi: 10.1016/j.jcin.2018.09.006.
7
Current Procedural Terminology-based Procedure Categorization Enhances Cost Prediction of Medicare Severity Diagnosis Related Group in Spine Surgery.基于当前操作术语的操作分类可提高脊柱手术 Medicare 严重诊断相关组的成本预测。
Spine (Phila Pa 1976). 2021 Mar 15;46(6):391-400. doi: 10.1097/BRS.0000000000003801.
8
Intravenous Thrombolysis Is Associated with Less Disabling Stroke and Lower Mortality in Multiple-Pass Endovascular Thrombectomy.多次血管内血栓切除术联合静脉溶栓治疗可减少致残性卒中及降低死亡率。
Cerebrovasc Dis. 2021;50(2):156-161. doi: 10.1159/000512105. Epub 2021 Feb 9.
9
Frequency, Characteristics, and Outcomes of Endovascular Thrombectomy in Patients With Stroke Beyond 6 Hours of Onset in US Clinical Practice.美国临床实践中发病 6 小时后行血管内血栓切除术的患者的频率、特征和结局。
Stroke. 2021 Dec;52(12):3805-3814. doi: 10.1161/STROKEAHA.121.034069. Epub 2021 Sep 2.
10
Optimizing coding and reimbursement to improve management of Alzheimer's disease and related dementias.优化编码与报销以改善阿尔茨海默病及相关痴呆症的管理。
J Am Geriatr Soc. 2002 Nov;50(11):1871-8. doi: 10.1046/j.1532-5415.2002.50519.x.

引用本文的文献

1
Stroke Center Certification and Within-Hospital Racial Disparities in Treatment.卒中中心认证与院内治疗的种族差异
JAMA Netw Open. 2025 Jul 1;8(7):e2524027. doi: 10.1001/jamanetworkopen.2025.24027.
2
ECMO and impella increase stroke risk in acute myocardial infarction.体外膜肺氧合(ECMO)和主动脉内球囊反搏泵(Impella)会增加急性心肌梗死患者的中风风险。
Sci Rep. 2025 Jul 14;15(1):25402. doi: 10.1038/s41598-025-10555-4.
3
Trends in Ischemic Stroke Hospitalization and Outcomes in the United States Pre- and Peri-COVID-19 Pandemic: A National Inpatient Sample Study.

本文引用的文献

1
Hospital Factors Associated With Interhospital Transfer Destination for Stroke in the Northeast United States.美国东北部与卒中患者院内转院目的地相关的医院因素。
J Am Heart Assoc. 2020 Jan 7;9(1):e011575. doi: 10.1161/JAHA.118.011575. Epub 2019 Dec 31.
2
Understanding Barriers to Telemedicine Implementation in Rural Emergency Departments.理解农村急诊科实施远程医疗的障碍。
Ann Emerg Med. 2020 Mar;75(3):392-399. doi: 10.1016/j.annemergmed.2019.06.026. Epub 2019 Aug 29.
3
Costs and predictors of 30-day readmissions after craniotomy for traumatic brain injury: a nationwide analysis.
美国新冠疫情前及疫情期间缺血性卒中住院治疗情况及预后趋势:一项全国住院患者样本研究
J Clin Med. 2025 Feb 18;14(4):1354. doi: 10.3390/jcm14041354.
4
Quantifying Hospital Opportunities to Increase Ischemic Stroke Thrombolysis.量化医院增加缺血性中风溶栓治疗的机会。
J Am Heart Assoc. 2025 Jan 7;14(1):e033543. doi: 10.1161/JAHA.123.033543. Epub 2024 Dec 24.
5
Treatments and Patient Outcomes Following Stroke Center Expansion.卒中中心扩张后的治疗方法和患者预后。
JAMA Netw Open. 2024 Nov 4;7(11):e2444683. doi: 10.1001/jamanetworkopen.2024.44683.
6
Geographic Access to High-Volume Mechanical Thrombectomy Centers in Florida, 2019.2019年佛罗里达州大容量机械血栓切除术中心的地理可达性
Neurol Clin Pract. 2024 Dec;14(6):e200337. doi: 10.1212/CPJ.0000000000200337. Epub 2024 Sep 11.
7
Comparing the outcomes and costs of cardiac monitoring with implantable loop recorders and mobile cardiac outpatient telemetry following stroke using real-world evidence.利用真实世界证据比较卒中后植入式循环记录仪和移动心脏门诊遥测的心脏监测结果和成本。
J Comp Eff Res. 2024 Jun;13(6):e240008. doi: 10.57264/cer-2024-0008. Epub 2024 Apr 11.
8
Insurance-Based Disparities in Stroke Center Access in California: A Network Science Approach.基于保险的加利福尼亚州卒中中心准入差异:网络科学方法。
Circ Cardiovasc Qual Outcomes. 2023 Oct;16(10):e009868. doi: 10.1161/CIRCOUTCOMES.122.009868. Epub 2023 Sep 25.
9
Effect of COVID-19 on Acute Ischemic Stroke Severity and Mortality in 2020: Results From the 2020 National Inpatient Sample.2020 年 COVID-19 对急性缺血性脑卒中严重程度和死亡率的影响:来自 2020 年全国住院患者样本的结果。
Stroke. 2023 May;54(5):e194-e198. doi: 10.1161/STROKEAHA.122.041929. Epub 2023 Apr 6.
10
Benefits and harms of oral anticoagulants for atrial fibrillation in nursing home residents with advanced dementia.养老院中患有晚期痴呆的房颤患者应用口服抗凝剂的获益与危害。
J Am Geriatr Soc. 2023 Feb;71(2):561-568. doi: 10.1111/jgs.18108. Epub 2022 Oct 30.
创伤性脑损伤开颅术后30天再入院的费用及预测因素:一项全国性分析。
J Neurosurg. 2019 Aug 9;133(3):875-883. doi: 10.3171/2019.5.JNS19459. Print 2020 Sep 1.
4
Sensitivity of Administrative Coding in Identifying Inpatient Acute Strokes Complicating Procedures or Other Diseases in UK Hospitals.行政编码在识别英国医院住院急性中风并发手术或其他疾病中的敏感性。
J Am Heart Assoc. 2019 Jul 16;8(14):e012995. doi: 10.1161/JAHA.119.012995. Epub 2019 Jul 3.
5
Trends and Factors Associated With Concordance Between International Classification of Diseases, Ninth and Tenth Revision, Clinical Modification Codes and Stroke Clinical Diagnoses.国际疾病分类第 9 版和第 10 版临床修订版代码与卒中临床诊断的一致性的趋势和相关因素。
Stroke. 2019 Aug;50(8):1959-1967. doi: 10.1161/STROKEAHA.118.024092. Epub 2019 Jun 18.
6
Recent Nationwide Impact of Mechanical Thrombectomy on Decompressive Hemicraniectomy for Acute Ischemic Stroke.近期全国范围内机械取栓对急性缺血性脑卒中去骨瓣减压术的影响。
Stroke. 2019 Aug;50(8):2133-2139. doi: 10.1161/STROKEAHA.119.025063. Epub 2019 Jun 18.
7
Endovascular Thrombolysis or Thrombectomy for Cerebral Venous Thrombosis: Study of Nationwide Inpatient Sample 2004-2014.血管内溶栓或血栓切除术治疗脑静脉血栓形成:2004 - 2014年全国住院患者样本研究
J Stroke Cerebrovasc Dis. 2019 Jun;28(6):1440-1447. doi: 10.1016/j.jstrokecerebrovasdis.2019.03.025. Epub 2019 Apr 2.
8
Public hospitalizations for stroke in Brazil from 2009 to 2016.巴西 2009 年至 2016 年的脑卒中住院治疗情况。
PLoS One. 2019 Mar 19;14(3):e0213837. doi: 10.1371/journal.pone.0213837. eCollection 2019.
9
Use, Temporal Trends, and Outcomes of Endovascular Therapy After Interhospital Transfer in the United States.血管内治疗在美院际间转运后的使用、时间趋势和结果。
Circulation. 2019 Mar 26;139(13):1568-1577. doi: 10.1161/CIRCULATIONAHA.118.036509.
10
Early impact of the ICD-10-CM transition on selected health outcomes in 13 electronic health care databases in the United States.美国 13 个电子医疗保健数据库中 ICD-10-CM 转换对部分健康结果的早期影响。
Pharmacoepidemiol Drug Saf. 2018 Aug;27(8):839-847. doi: 10.1002/pds.4563. Epub 2018 Jun 26.