基于血液学指标的胃癌前病变诊断模型的构建及价值

Establishment and value of a diagnostic model for gastric precancerous lesions based on hematological indicators

  • 摘要:
    目的  构建基于多个血液学指标的胃癌前病变(GPL)诊断模型,探讨其临床诊断效能。
    方法  纳入经上消化道肿瘤筛查确诊GPL的1 142例受试者,同时以1 222例正常或浅表性胃炎的受试者作为对照。采用Rand随机函数将所有受试者按7∶3的比例分为训练组(1 655例,其中GPL者779例,对照者876例)和验证组(709例,其中GPL者363例,对照者346例)。比较训练组中GPL患者与对照者的临床特征和实验室指标; 绘制受试者工作特征(ROC)曲线,获得GPL相关危险因素的诊断效能及最佳临界值,建立诊断模型。采用Hosmer-Lemeshow检验评估模型的拟合度,通过验证组进行内部验证; 采用曲线下面积(AUC)评估诊断模型的区分度。
    结果  训练组中,男性、有吸烟史、饮酒史和幽门螺杆菌(H.pylori)感染史的受试者更易出现GPL, 而对照者进食速度更快、更易出现消化不良症状和胃病史,差异有统计学意义(P < 0.05); GPL组的单核细胞计数、红细胞分布宽度标准差(RDW-SD)、单核细胞与淋巴细胞比值(MLR)、血清胃泌素-17(G-17)最佳临界值依次为0.34×109/L、46.55 fL、0.23、3.98 pmol/L, 均高于对照组,差异有统计学意义(P < 0.05); GPL组胃蛋白酶原Ⅰ与胃蛋白酶原Ⅱ比值(PGR)的最佳临界值为11.80, 低于对照组,差异有统计学意义(P < 0.05)。多因素回归分析显示,具有H.pylori感染史、RDW-SD>46.55 fL、PGR < 11.80和G-17>3.98 pmol/L是GPL的独立危险因素(P < 0.001)。在训练组中,诊断模型的AUC=0.762(95%CI: 0.739~0.785, P < 0.001), 灵敏度为72.2%, 特异度为68.5%。将该模型应用于验证组进行内部验证,结果显示模型的AUC=0.719(95%CI: 0.681~0.756, P < 0.001), 灵敏度为81.3%, 特异度为52.6%, 提示该模型的区分能力较好。Hosmer-Lemeshow检验提示模型的拟合优度较好。
    结论  基于RDW、PGR、G-17和H.pylori感染史建立的GPL诊断模型具有较好的区分度和校准度,可以帮助早期识别GPL患者。

     

    Abstract:
    Objective  To establish a diagnostic model for gastric precancerous lesions (GPL) based on multiple hematological indicators, and to explore its clinical diagnostic efficiency.
    Methods  A total of 1 142 subjects diagnosed as GPL by upper gastrointestinal cancer screening were enrolled, and 1 222 healthy subjects or patients with superficial gastritis were enrolled as controls. All the subjects were divided into training group (n=1 655, including 779 GPL cases and 876 controls) and validation group (n=709, including 363 GPL cases and 346 controls) at a ratio of 7 to 3 by Rand random function. Clinical characteristics and laboratory parameters were compared between GLP patients and controls in the training group; the receiver operator characteristic curve (ROC) was drawn to obtain the diagnostic efficacy and optimal threshold valuesfor GPL related risk factors, and the diagnostic model was established. The Hosmer-Lemeshow test was used to evaluate the fit of the model, and internal validation was performed through the validation group; the discrimination of the diagnostic model was evaluated by area under the curve (AUC).
    Results  In the training group, patients with gender of male, a history of smoking, a history of drinking and a history of H.pylori infection were more likely to develop GPL, while the controls were faster in eating, had more digestive symptoms and history of stomach disease (P < 0.05). The optimal cut-off values of monocyte count, standard deviation of red blood cell distribution width (RDW-SD), monocyte-to-lymphocyte ratio (MLR), and serum gastrin-17 (G-17) were 0.34×109/L, 46.55 fL, 0.23, 3.98 pmol/L, respectively in the GPL group, which were higher than those of the control group (P < 0.05). The optimal cut-off value of pepsinogen Ⅰ-to-pepsinogen Ⅱ ratio (PGR) was 11.80 in the GPL group, which was significantly lower than that in the control group (P < 0.05). Multivariate regression analysis showed that a history of H.pylori infection, RDW-SD>46.55 fL, PGR < 11.80 and G-17>3.98 pmol/L were independent risk factors for GPL (P < 0.001). In the training cohort, the diagnostic model had an AUC of 0.762 (95%CI, 0.739 to 0.785; P < 0.001), sensitivity of 72.2%, and specificity of 68.5%. Validation of this model using the validation cohort showed that the model had an AUC of 0.719 (95%CI, 0.681 to 0.756; P < 0.001), sensitivity of 81.3%, and specificity of 52.6%, suggesting that the model had good discriminatory ability. The Hosmer-Lemeshow test indicated that the model had a good fitting.
    Conclusion  The diagnostic model for GPL established based on RDW, PGR, G-17 and a history of H.pylori infection has good discrimination and calibration, and is a useful tool for the early identification of GPL patients.

     

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