Development and validation of a prediction model based on clinical and CT features for invasiveness of K. pneumoniae liver abscess

医学 队列 内科学 逻辑回归 入射(几何) 接收机工作特性 置信区间 队列研究 外科 光学 物理
作者
Hairui Wang,Yawen Guo,Bin Yan,Qiang Zhang,Tao Pan,Zhaoyu Liu,Zhihui Chang
出处
期刊:European Radiology [Springer Science+Business Media]
卷期号:32 (9): 6397-6406 被引量:12
标识
DOI:10.1007/s00330-022-08740-4
摘要

Klebsiella pneumoniae liver abscess (KPLA) complicated with extrahepatic migratory infection (EMI) is defined as invasive KPLA. The current study aimed to develop and validate a risk prediction model for the invasiveness of KPLA.From 2010 to 2020, KPLA patients from four institutes were selected retrospectively. In the development cohort, risk factors from a logistic regression analysis were utilized to develop the prediction model. External validation was performed using an independent cohort.A total of 382 KPLA patients comprised two separate cohorts: development cohort (institute 1, n = 286) and validation cohort (institute 2-4, n = 86). The overall incidence of EMI was 19.1% (development cohort, n = 55; validation cohort, n = 18, p > 0.05). In the development cohort, four risk factors (age ≤ 40 years, fasting blood glucose (FBG) > 7 mmol/L, no rim enhancement, and thrombophlebitis on CT), significantly associated with EMI, were incorporated into the scoring system. The area under curve (AUC) of the receiver operating characteristic curve (ROC) in the development and validation cohorts was 0.931 (95% confidence interval [CI]: 0.93-0.95) and 0.831 (95% CI: 0.86-0.91), respectively. The calibration curves fitted well. The incidence of EMI was 3.3% and 56.5% for the low- (total scores ≤ 4) and high-risk (total scores > 4) groups in the development cohort, and 3.2% and 66.7% in the validation cohort (all p < 0.001), respectively.Age ≤ 40 years, FBG > 7 mmol/L, no rim enhancement, and thrombophlebitis were independent risk factors for EMI. This validated prediction model may aid clinicians in identifying KPLA patients at increased risk for invasiveness.• Four risk factors are significantly associated with extrahepatic migratory infections (EMI): age ≤ 40 years, fasting blood glucose (FBG) > 7 mmol/L, no rim enhancement, and thrombophlebitis on CT. • Based on these risk factors, the current study developed and validated a prediction model for the invasiveness of Klebsiella pneumoniae liver abscess (KPLA). • This validated prediction model may in the help early identification of KPLA patients at increased risk for invasiveness.
最长约 10秒,即可获得该文献文件

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
刚刚
1秒前
feng1235完成签到,获得积分10
2秒前
温柔山槐完成签到,获得积分10
2秒前
端木落月mc完成签到,获得积分10
2秒前
潘神完成签到,获得积分10
3秒前
年轻的如霜完成签到,获得积分10
3秒前
李爱国应助正直的语海采纳,获得10
3秒前
多情安莲完成签到,获得积分20
4秒前
喜悦惮发布了新的文献求助10
6秒前
6秒前
feng1235发布了新的文献求助10
6秒前
somus1997完成签到,获得积分10
6秒前
6秒前
衍神完成签到,获得积分10
7秒前
cdercder应助洛尘采纳,获得10
7秒前
7秒前
森离九完成签到,获得积分10
8秒前
林洁佳发布了新的文献求助10
8秒前
yy030421完成签到,获得积分10
8秒前
selina完成签到,获得积分10
9秒前
Tan完成签到,获得积分10
10秒前
Xiaosi完成签到,获得积分10
11秒前
领导范儿应助衍神采纳,获得10
11秒前
太渊完成签到 ,获得积分10
12秒前
金卯刀完成签到,获得积分20
13秒前
13秒前
13秒前
14秒前
huang应助米娅采纳,获得10
15秒前
15秒前
Owen应助科研通管家采纳,获得50
15秒前
wangqinlei完成签到 ,获得积分10
15秒前
心态好应助科研通管家采纳,获得10
15秒前
小马甲应助科研通管家采纳,获得10
15秒前
16秒前
AN发布了新的文献求助10
16秒前
yourself发布了新的文献求助10
20秒前
年年发布了新的文献求助10
20秒前
Xingkun_li发布了新的文献求助10
20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
Principles of town planning: translating concepts to applications 1000
内視鏡的に摘除しえた十二指腸乳頭部腫瘍の2例 660
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
Positive Obsession: The Life and Times of Octavia E. Butler 500
Interpolation and Regression Models for the Chemical Engineer: Solving Numerical Problems 400
The Neuroscience of Language 400
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 7689793
求助须知:如何正确求助?哪些是违规求助? 9251853
关于积分的说明 19973348
捐赠科研通 7262781
什么是DOI,文献DOI怎么找? 3290408
关于科研通互助平台的介绍 2447127
邀请新用户注册赠送积分活动 2295261