Development and validation of a risk-based algorithm for preoperative type and screen testing in spine surgery

医学 围手术期 逻辑回归 接收机工作特性 外科 精确检验 观察研究 内科学
作者
Justin Turcotte,S. Elliott Holbert,Maxim D. Orlov,Chad Patton
出处
期刊:The Spine Journal [Elsevier BV]
卷期号:22 (9): 1472-1480 被引量:1
标识
DOI:10.1016/j.spinee.2022.04.006
摘要

With improvements in surgical techniques and perioperative management, transfusion rates after spine surgery have decreased over time. Given this trend, routine preoperative ABO/Rh type and antibody screen (T&S) laboratory testing may not be warranted in all patients undergoing spine surgery.The aim of the current study is to evaluate risk factors for intra/postoperative transfusion in patients undergoing a variety of spine procedures and to develop an algorithm for selectively ordering preoperative T&S testing in appropriate patients.This is a single institution, retrospective observational study of patients undergoing emergent or elective spine surgery. External validation of the algorithm was performed on a national sample of patients undergoing spine surgery from the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) national database.A total of 5,947 surgeries from January 1, 2016 to December 31, 2019 at a single institution, and 166,113 surgeries from the 2016 to 2018 ACS-NSQIP database.The primary outcome measure was performance of intraoperative or postoperative transfusion.Using the institutional sample, univariate statistics (chi-square tests, fisher's exact test, 2-sided independent sample tests) were performed to compare demographics, comorbidities, and surgical details (case type, number of levels treated, etc.) between patients who did and did not require intra- or postoperative transfusion. Transfusion rates were calculated and compared across procedure types. Multivariate logistic regression was performed to identify independent predictors of transfusion and the model's accuracy was evaluated using the area under the curve (AUC) of the receiver operating characteristics (ROC) curve. A risk-based algorithm suggesting no preoperative T&S in low transfusion risk procedures, routine preoperative T&S in high-risk procedures, and further assessment in medium risk thoracolumbar fusion procedures was created. The algorithm's sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) were evaluated when it was applied to both the institutional and national samples. Potential cost savings from reducing T&S orders were calculated.In the institutional sample, 120 patients (2.0%) required intraoperative or postoperative transfusion. The highest rates of transfusion were found in corpectomy (10.5%) and anterior/posterior cervical fusion (6.9%) procedures. In the multivariate logistic regression model, the presence of a preoperative coagulation defect or hemorrhagic condition (OR: 7.149, p<.001) and 6+ level surgery (OR: 7.511, p<.001) were the strongest predictors of transfusion. Overall, the model generated an AUC of 0.882, indicating excellent predictive accuracy. When applied to the institutional cohort, the risk-based algorithm had a sensitivity of 78.3%, specificity of 80.5%, PPV of 7.6%, and NPV of 99.4% for evaluating likelihood of transfusion. Using the algorithm 4,717 T&S tests would have been eliminated (79.3%), resulting in a cost savings of $179,246. Application of the model to the ACS-NSQIP cohort resulted in a sensitivity of 61.9%, specificity of 84.6%, PPV of 15.6%, and NPV of 98.0%.The routine use of preoperative ABO/Rh type and antibody screen testing does not appear to be warranted in patients undergoing spine surgery. A risk-based approach to preoperative type and screen testing may eliminate unnecessary tests and generate significant cost savings with minimal disruption to clinical care.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
hhhh发布了新的文献求助10
刚刚
airsh给airsh的求助进行了留言
刚刚
chen完成签到,获得积分10
刚刚
淇淇完成签到 ,获得积分10
1秒前
李健的小迷弟应助111采纳,获得10
2秒前
龙傲天完成签到,获得积分10
2秒前
苦尽甘来完成签到,获得积分10
2秒前
3秒前
3秒前
ALY完成签到,获得积分20
3秒前
北川完成签到,获得积分10
3秒前
3秒前
4秒前
安详的迎丝完成签到 ,获得积分10
5秒前
tuzhifengyin完成签到,获得积分10
5秒前
Akim应助摘星采纳,获得10
5秒前
6秒前
CodeCraft应助lovo采纳,获得10
8秒前
10秒前
10秒前
铲铲完成签到,获得积分10
10秒前
Ellie完成签到 ,获得积分10
10秒前
liuwenbo发布了新的文献求助10
11秒前
共享精神应助hhhh采纳,获得10
11秒前
13秒前
Hello应助jiangshanshan采纳,获得10
13秒前
14秒前
研友_VZG7GZ应助hhhao1采纳,获得10
14秒前
今后应助star采纳,获得10
15秒前
QQ完成签到,获得积分10
15秒前
大头发布了新的文献求助10
15秒前
albertchan完成签到,获得积分10
15秒前
16秒前
嘻嘻哈哈应助我爱科研采纳,获得10
16秒前
传奇3应助liuwenbo采纳,获得10
18秒前
18秒前
Lny应助sqq采纳,获得10
20秒前
lzd完成签到,获得积分10
20秒前
大头完成签到,获得积分20
23秒前
23秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] 2500
Atlas of Aligner Treatment and Planning A Case-Based Approach 1000
Rocket Propulsion Elements, 10th Edition 800
悉尼大学博士学位论文,题目:Modelling and testing of one-sided stitched laminated composites. 作者:Kristopher P. Plain 700
Matrix Methods in Data Mining and Pattern Recognition Second Edition 610
Curating Socialism: A Handbook of International Art Exhibitions 1947-1989 530
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7458796
求助须知:如何正确求助?哪些是违规求助? 9054839
关于积分的说明 19301495
捐赠科研通 7081625
什么是DOI,文献DOI怎么找? 3243454
关于科研通互助平台的介绍 2411222
邀请新用户注册赠送积分活动 2227983