Postoperative Infection Treatment Score for the Spine (PITSS): construction and validation of a predictive model to define need for single versus multiple irrigation and debridement for spinal surgical site infection

医学 背景(考古学) 逻辑回归 接收机工作特性 外科 人口 内科学 生物 环境卫生 古生物学
作者
Christian P. DiPaola,Davor Saravanja,Luca Boriani,Hongbin Zhang,Michael Boyd,Brian K. Kwon,Scott Paquette,Marcel F. Dvorak,Charles G. Fisher,John Street
出处
期刊:The Spine Journal [Elsevier BV]
卷期号:12 (3): 218-230 被引量:59
标识
DOI:10.1016/j.spinee.2012.02.004
摘要

There is very little evidence to guide treatment of patients with spinal surgical site infection (SSI) who require irrigation and debridement (I&D) in deciding need for single or multiple I&Ds or more complex wound management such as vacuum-assisted closure dressing or soft-tissue flaps.The purpose of this study was to build a predictive model that stratifies patients with spinal SSI, allowing us to determine which patients will need single versus multiple I&D. The model will be validated and will serve as evidence to support a scoring system to guide treatment.A consecutive series of 128 patients from a tertiary spine center (collected from 1999 to 2005) who required I&D for spinal SSI were studied based on data from a prospectively collected outcomes database.More than 30 variables were identified by extensive literature review as possible risk factors for SSI and tested as possible predictors of risk for multiple I&D. Logistic regression was conducted to assess each variable's predictability by a "bootstrap" statistical method. A prediction model was built in which single or multiple I&D was treated as the "response" and risk factors as "predictors." Next, a second series of 34 different patients meeting the same criteria as the first population were studied. External validation of the predictive model was performed by applying the model to the second data set, and predicted probabilities were generated for each patient. Receiver operating characteristic curves were constructed, and the area under the curve (AUC) was calculated.Twenty-four of one hundred twenty-eight patients with spinal SSI required multiple I&D. Six predictors: anatomical location, medical comorbidities, specific microbiology of the SSI, the presence of distant site infection (ie, urinary tract infection or bacteremia), the presence of instrumentation, and the bone graft type proved to be the most reliable predictors of need for multiple I&D. Internal validation of the predictive model yielded an AUC of 0.84. External validation analysis yielded AUC of 0.70 and 95% confidence interval of 0.51 to 0.89. By setting a probability cutoff of .24, the negative predictive value (NPV) for multiple I&D was 0.77 and positive predictive value (PPV) was 0.57. A probability cutoff of .53 yielded a PPV of 0.85 and NPV of 0.46.Patients with positive methicillin-resistant Staphylococcus aureus culture or those with distant site infection such as bacteremia were strong predictors of need for multiple I&D. Presence of instrumentation, location of surgery in the posterior lumbar spine, and use of nonautograft bone graft material predicted multiple I&D. Diabetes also proved to be the most significant medical comorbidity for multiple I&D. The validation of this predictive model revealed excellent PPV and good NPV with appropriately chosen probability cutoff points. This study forms the basis for an evidence-based classification system, the Postoperative Infection Treatment Score for the Spine that stratifies patients who require surgery for SSI, based on specific spine, patient, infection, and surgical factors to assess a low, indeterminate, and high risk for the need for multiple I&D.

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
美丽的芙完成签到 ,获得积分10
刚刚
liao_duoduo完成签到 ,获得积分10
4秒前
傻瓜完成签到 ,获得积分10
10秒前
方琼燕完成签到 ,获得积分10
10秒前
buerzi完成签到,获得积分10
11秒前
曾珍完成签到 ,获得积分10
11秒前
11秒前
fenghp发布了新的文献求助10
12秒前
整齐豆芽完成签到 ,获得积分10
14秒前
14秒前
科研通AI6.4应助米豆爸采纳,获得10
14秒前
大气迎天完成签到,获得积分10
15秒前
wzk完成签到,获得积分10
17秒前
LaixS完成签到,获得积分10
19秒前
lingboxian完成签到,获得积分10
20秒前
要笑cc完成签到,获得积分10
21秒前
wanci应助fenghp采纳,获得10
23秒前
宣宣宣0733完成签到,获得积分10
23秒前
辰辰完成签到 ,获得积分10
24秒前
虎妞完成签到 ,获得积分10
25秒前
胡质斌完成签到,获得积分10
25秒前
27秒前
tt完成签到,获得积分10
28秒前
Jameson完成签到,获得积分10
30秒前
yang完成签到 ,获得积分10
33秒前
醉熏的伊完成签到,获得积分10
38秒前
alixy完成签到,获得积分10
41秒前
41秒前
幽默的访冬完成签到,获得积分10
43秒前
43秒前
在木星完成签到,获得积分10
45秒前
45秒前
xdc发布了新的文献求助10
46秒前
11完成签到 ,获得积分10
47秒前
fenghp发布了新的文献求助10
49秒前
在木星发布了新的文献求助10
49秒前
木木夕发布了新的文献求助10
53秒前
花开四海完成签到 ,获得积分0
54秒前
ma完成签到 ,获得积分10
54秒前
胡子木完成签到,获得积分10
58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
晶种分解过程与铝酸钠溶液混合强度关系的探讨 8888
Les Mantodea de Guyane Insecta, Polyneoptera 2000
The Organometallic Chemistry of the Transition Metals 800
Leading Academic-Practice Partnerships in Nursing and Healthcare: A Paradigm for Change 800
Signals, Systems, and Signal Processing 610
The formation of Australian attitudes towards China, 1918-1941 600
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 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6419316
求助须知:如何正确求助?哪些是违规求助? 8238659
关于积分的说明 17502574
捐赠科研通 5472225
什么是DOI,文献DOI怎么找? 2891137
邀请新用户注册赠送积分活动 1867847
关于科研通互助平台的介绍 1705057