基于随机森林模型的乳腺癌IVAP化学靶向治疗病人反刍性沉思现状及影响因素分析

    Analysis of the current status and influencing factors of rumination in breast cancer patients with IVAP chemotherapy based on random forest model

    • 摘要:
      目的 :分析乳腺癌植入式静脉输液港(IVAP)化学靶向治疗病人反刍性沉思现状及影响因素,并建立随机森林模型进行重要性评价。
      方法: 选取乳腺癌IVAP化学靶向治疗病人186例为研究对象,采用一般资料调查表、心理弹性量表(CD-RISC)、领悟社会支持量表(PSSS)和反刍性沉思问卷(C-ERRI)进行问卷调查,采用随机森林模型对影响因素重要性进行评价。
      结果: 乳腺癌IVAP化学靶向治疗病人反刍性沉思得分(29.38 ± 4.58)分,领悟社会支持得分(54.55 ± 6.62)分,心理弹性得分(54.09 ± 7.46)分。目的性反刍性沉思与领悟社会支持、心理弹性均呈正相关关系(P < 0.05 ~ P < 0.01),侵入性反刍性沉思与领悟社会支持、心理弹性均呈明显负相关关系(P < 0.05 ~ P < 0.01)。随机森林模型分析显示,心理弹性、社会支持和文化程度是影响乳腺癌IVAP化学靶向治疗病人目的性反刍性沉思的前三位影响因素,肿瘤分期、文化程度和家庭月收入是侵入性反刍性沉思的前三位影响因素。
      结论: 乳腺癌IVAP化学靶向治疗病人反刍性沉思得分处于中等水平,临床医护人员可从病人反刍性沉思影响因素着手,采取针对性干预措施改善病人身心健康。

       

      Abstract:
      Objective To analyze the current status and influencing factors of rumination in breast cancer patients treated with implantable venous infusion port (IVAP) chemotherapy, and establish a random forest model to evaluate its importance.
      Methods A total of 186 breast cancer patients treated with IVAP chemotherapy were investigated using the general information questionnaire, mental resilience scale (CD-RISC), perceptive social support scale (PSSS) and ruminant questionnaire (C-ERRI), and the importance of influencing factors was evaluated by random forest model.
      Results The scores of rumination, comprehension of social support and psychological resilience in breast cancer patients treated with IVAP chemotherapy were (29.38 ± 4.58), (54.55 ± 6.62) and (54.09 ± 7.46), respectively. The purposeful rumination was positively correlated with the comprehension of social support and psychological resilience (P < 0.05 to P < 0.01), and the intrusive rumination was negatively correlated with the comprehension of social support and psychological resilience (P < 0.05 to P < 0.01). The results of random forest model analysis showed that the psychological resilience, social support and educational level were the top three influencing factors of purposeful rumination in breast cancer patients treated with IVAP chemotherapy, and the tumor stage, education level and monthly family income were the top three influencing factors of invasive rumination in breast cancer patients treated with IVAP chemotherapy.
      Conclusions The rumination score of breast cancer patients treated with IVAP chemotherapy is at a medium level. Clinical staff can take targeted intervention measures to improve the physical and mental health of patients from the influencing factors of rumination.

       

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