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中华消化病与影像杂志(电子版) ›› 2026, Vol. 16 ›› Issue (03) : 229 -235. doi: 10.3877/cma.j.issn.2095-2015.2026.03.007

论著

基于Logistic回归的结肠憩室病并发风险预警模型及其价值研究
程大伟1, 梁海2,()   
  1. 1236800 安徽省,亳州市人民医院消化内科
    2236800 安徽省,亳州市人民医院药学部
  • 收稿日期:2025-12-26 出版日期:2026-06-01
  • 通信作者: 梁海

Research on the risk early warning model of colonic diverticular disease based on Logistic regression and its value

Dawei Cheng1, Hai Liang2,()   

  1. 1Department of Gastroenterology, Bozhou People's Hospital, Bozhou 236800, China
    2Department of Pharmacy, Bozhou People's Hospital, Bozhou 236800, China
  • Received:2025-12-26 Published:2026-06-01
  • Corresponding author: Hai Liang
  • Supported by:
    Key Research and Development Project of Anhui Province(2022e07020066); Bozhou City Health and Wellness Scientific Research Project(bzwj2024a003)
引用本文:

程大伟, 梁海. 基于Logistic回归的结肠憩室病并发风险预警模型及其价值研究[J/OL]. 中华消化病与影像杂志(电子版), 2026, 16(03): 229-235.

Dawei Cheng, Hai Liang. Research on the risk early warning model of colonic diverticular disease based on Logistic regression and its value[J/OL]. Chinese Journal of Digestion and Medical Imageology(Electronic Edition), 2026, 16(03): 229-235.

目的

探究发生结肠憩室病的危险因素,并构建风险预警模型。

方法

回顾性选取2022年1月至2024年1月亳州市人民医院诊治的结肠憩室病患者163例为发生组,同期选取163例行肠镜检查,且检查结果排除结肠憩室病、炎症性肠病及肠道肿瘤的个体为未发生组。对两组临床资料,采用单因素、多因素Logistic回归分析筛选结肠憩室病的独立危险因素,构建并建立风险预警模型,采用Bootstrap内部验证评估模型性能,并按7∶3比例划分训练集与测试集进行验证。

结果

单因素分析结果显示,两组患者在性别、年龄、饮食习惯、家族史、便秘、炎性息肉、C反应蛋白(CRP)和粪便钙卫蛋白(FC)水平比较上,均存在统计学差异(P<0.05)。多因素分析结果显示,男性、高龄、炎性息肉和高FC水平为结肠憩室病的独立危险因素(均P<0.01)。基于上述因素构建列线图模型,训练集与测试集的C指数分别为0.835和0.808,ROC分析显示,模型在训练集的AUC为0.918,测试集为0.904。模型校准度良好,决策曲线显示在较宽阈值范围内具有正向净收益。

结论

男性、高龄、炎性息肉是结肠憩室病发生的独立危险因素,FC可作为识别相关亚临床炎症活动或预测并发症风险的潜在标志物,基于此构建的风险预警模型具有良好的区分度和校准度,具备一定的临床风险分层潜力,但需进一步在前瞻性队列中验证其适用性。

Objective

To explore the risk factors for colonic diverticular disease and construct a risk early warning model.

Methods

A retrospective selection was made of 163 patients with colonic diverticular disease diagnosed and treated in Bozhou People's Hospital from January 2022 to January 2024 as the occurrence group. During the same period, 163 individuals who underwent colonoscopy and whose examination results excluded colonic diverticular disease, inflammatory bowel disease and intestinal tumors were selected as the non-occurrence group. For the two groups of clinical data, univariate and multivariate Logistic regression analyses were used to screen for independent risk factors of colonic diverticular disease, and a risk early warning model was constructed. Bootstrap internal validation was used to evaluate the model performance, and the training set and test set were divided in a 7∶3 ratio for validation.

Results

The results of univariate analysis showed that there were significant differences between the two groups of patients in terms of gender, age, dietary habits, family history, constipation, inflammatory polyps, C-reactive protein (CRP), and fecal calprotectin (FC) levels (all P<0.05). The results of multivariate analysis showed that male gender, advanced age, inflammatory polyps and high FC levels were independent risk factors for colonic diverticular disease (all P<0.001). Based on the above factors, a nomogram model was constructed. The C-indices of the training set and the test set were 0.835 and 0.808 respectively. ROC analysis showed that the AUC of the model in the training set was 0.918 and that in the test set was 0.904. The model has good calibration, and the decision curve showed a positive net gain within a wide threshold range.

Conclusion

Male gender, advanced age, and inflammatory polyps are independent risk factors for the occurrence of colonic diverticular disease. FC can serve as a potential biomarker for identifying related subclinical inflammatory activities or predicting the risk of complications. The risk early warning model constructed based on this has good discrimination and calibration, and has certain potential for clinical risk stratification. However, its applicability needs to be further verified in prospective cohorts.

表1 2组有无结肠憩室病者临床资料比较
项目   发生组(n=163) 未发生组(n=163) χ2/t/Z P
性别[例(%)] 78(47.85) 44(26.99) 15.142 <0.001
  85(52.15) 119(73.01)    
年龄[岁,M(IQR)]   60.0(16.0) 49.0(14.5) 7.470 <0.001
体重指数(kg/m2,±s)   24.80±3.01 24.50±2.78 0.935 0.351
吸烟[例(%)] 50(30.67) 42(25.77) 0.969 0.325
  113(69.33) 121(74.23)    
饮酒[例(%)] 60(36.81) 52(31.90) 0.870 0.351
  103(63.19) 111(68.10)    
饮食习惯[例(%)] 单一 70(42.94) 47(28.83) 7.052 0.008
  均衡 93(57.06) 116(71.17)    
运动习惯[例(%)] 47(28.83) 56(34.36) 1.150 0.284
  116(71.17) 107(65.64)    
生活方式[例(%)] 久坐不动 95(58.28) 86(52.76) 1.006 0.316
  积极运动 68(41.72) 77(47.24)    
家族史[例(%)] 47(28.83) 30(18.40) 13.695 <0.001
  116(71.17) 133(81.60)    
高血压[例(%)] 55(33.74) 49(30.06) 0.508 0.476
  108(66.26) 114(69.94)    
糖尿病[例(%)] 42(25.77) 36(22.09) 0.607 0.436
  121(74.23) 127(77.91)    
高血脂[例(%)] 39(23.93) 33(20.25) 0.642 0.423
  124(76.07) 130(79.75)    
便秘[例(%)] 84(51.53) 63(38.65) 14.581 <0.001
  79(48.47) 100(61.35)    
炎性息肉[例(%)] 56(34.36) 23(14.11) 25.977 <0.001
  107(65.64) 140(85.89)    
痔疮[例(%)] 47(28.83) 41(25.15) 0.560 0.454
  116(71.17) 122(74.85)    
肠道炎症[例(%)] 34(20.86) 29(17.79) 0.492 0.483
  129(79.14) 134(82.21)    
血小板计数(×109/L,±s)   235.61±42.32 231.66±41.10 0.855 0.393
白细胞计数(×109/L,±s)   7.23±2.12 6.99±1.83 1.095 0.275
血红蛋白[g/L,M(IQR)]   13.77(1.86) 13.96(1.81) -0.948 0.343
C反应蛋白(mg/L,±s)   7.59±2.54 6.97±2.25 2.306 0.022
红细胞沉降率[mm/1 h ,M(IQR)]   20.74(8.40) 19.54(8.62) 1.282 0.200
粪便钙卫蛋白(μg/g,±s)   127.26±31.54 82.29±22.18 14.891 <0.001
表2 变量赋值
表3 Logistic回归分析结肠憩室病的独立危险因素
图1 结肠憩室病风险预警列线图注:该模型基于训练集数据构建,在训练集和测试集中的C指数分别为0.835和0.808。使用时,于每个变量轴(如"年龄""FC")上定位患者的具体数值,向上画垂直线至"分值"轴以获取该变量对应分值。将所有变量得分相加,在"总分"轴上找到对应位置,最后向下画垂直线至"发生概率"轴,即可读取个体患病风险预测概率。FC粪便钙卫蛋白
图2 ROC曲线评估风险预警模型对结肠憩室病的预测价值
表4 ROC曲线评估各危险因素及风险预警模型对结肠憩室病的预测价值
图3 结肠憩室病风险预警列线图模型的校准曲线
图4 结肠憩室病风险预警列线图模型的决策曲线
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