Study on the predictive value of patient-generated subjective nutrition assessment in the survival outcomes of cancer patients
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摘要:
目的 通过系统探究患者主观整体营养评估(PG-SGA)评分与肿瘤患者全因死亡风险之间的关联,明确其在评估患者预后时的价值。 方法 回顾性收集2020年8月1日—2022年8月31日在淮北市人民医院肿瘤科住院患者的数据, 包括人口统计学资料、生化检查、PG-SGA评分等指标。通过查阅病历或电话等方式随访患者的临床结局,随访时间为2年,主要结局为全因死亡。使用ROC曲线评估PG-SGA评分预测2年生存情况的能力,采用Cox比例风险模型分析肿瘤患者全因死亡风险的影响因素。 结果 2组年龄、性别、高血压、肿瘤分期、BMI、营养风险筛查2002(NRS-2002)分级、PG-SGA评分、NRS-2002评分、PG-SGA分级、白蛋白比较,差异均有统计学意义(P < 0.05)。多因素Cox分析结果表明PG-SGA评分是肿瘤患者生存结局的独立影响因素。PG-SGA评分预测患者全因死亡的ROC曲线下面积为0.821(95% CI:0.757~0.885,P < 0.001),灵敏度为0.853,特异度为0.656,最佳截点值为5.5分,即PG-SGA评分超过6分(包括6分)时,患者全因死亡风险明显增加。 结论 PG-SGA评分是肿瘤患者生存结局的影响因素。PG-SGA评分5分以上的患者全因死亡风险明显增加,应给予充分重视并进行积极的营养干预。 -
关键词:
- 患者主观整体营养评估 /
- 预后 /
- 肿瘤
Abstract:Objective To systematically investigate the association between patient-generated subjective global assessment (PG-SGA) and the risk of all-cause death in cancer patients, and to clarify its prognostic value. Methods A retrospective analysis was conducted on data from patients admitted to the Oncology Department of Huaibei People ' s Hospital from August 1, 2020, to August 31, 2022. Collected data included demographic data, biochemical examination, patient generated subjective global assessment, and other indicators. The clinical outcomes of the patients were obtained through case review or telephone follow-up, with a follow-up duration of 2 years. The main outcome was all-cause death. ROC curve was used to assess the ability of PG-SGA to predict 2-year survival, the and Cox proportional risk model was used to identify factors associated with all-cause death in cancer patients. Results Significant differences were found between the survival and non-survival groups in age, sex, hypertension, tumor stage, body mass index, nutritional risk screening 2002 (NRS-2002) grade, PG-SGA, and albumin levels (P < 0.05). Multivariate Cox analysis identified the PG-SGA score as independent risk factor for all-cause mortality in patients. The area under ROC curve for PG-SGA in predicting all-cause death was 0.821 (95% CI: 0.757-0.885, P < 0.001), with a sensitivity of 0.853, specificity of 0.656, and an optimal cut-off value of 5.5. Patients with PG-SGA score ≥6 had a significantly higher risk of mortality. Conclusion The PG-SGA is a significant predictor of survival outcomes in cancer patients. Patients with PG-SGA score greater than 5 is associated with an increased risk of all-cause death, highlighting the importance of early identification and timely nutritional intervention. -
Key words:
- Patient-generated subjective global assessment /
- Prognosis /
- Tumor
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表 1 2组肿瘤患者一般资料、营养评估指标及实验室指标比较
Table 1. Comparison of general information, laboratory indicators, and nutritional assessment indicators between two groups of patients with tumors
项目 存活组(n=90) 死亡组(n=75) 统计量 P值 性别(例) 5.602a 0.020 女性 49 27 男性 41 48 教育程度(例) 1.156b 0.248 小学及以下 35 36 中学 46 33 大学及以上 9 6 高血压(例) 9.990a 0.002 是 17 31 否 73 44 糖尿病(例) 0.886a 0.352 是 5 7 否 85 68 肿瘤分期(例) 3.883b < 0.001 Ⅰ期 4 1 Ⅱ期 13 7 Ⅲ期 31 8 Ⅳ期 42 59 NRS-2002分级(例) 41.031a < 0.001 营养良好 63 15 营养风险 27 60 NRS-2002评分(x ± s,分) 2.16±0.95 3.35±1.12 7.399c < 0.001 PG-SGA分级[例(%)] 42.992b < 0.001 营养良好 1 0 可疑营养不良 22 2 中度营养不良 55 29 重度营养不良 12 44 PG-SGA评分(x ± s,分) 5.20±2.42 8.99±3.16 8.706c < 0.001 CONUT得分[M(P25, P75),分] 3.00(2.00,4.00) 4.00(2.00,5.00) -0.787b 0.431 PNI得分(x ± s,分) 47.97±5.58 46.21±6.06 1.897c 0.060 年龄(x ± s,岁) 57.53±11.68 63.37±10.8 3.309c 0.001 BMI(x ± s) 23.98±3.37 22.49±2.74 3.085c 0.002 白细胞[M(P25, P75),×109/L] 4.95(3.83,6.43) 5.30(4.10,6.90) -1.106b 0.269 红细胞(x ± s, ×1012/L) 4.10±0.65 3.90±0.63 1.938c 0.054 血红蛋白(x ± s,g/L) 122.72±22.12 118.88±21.22 1.117c 0.266 C反应蛋白[M(P25, P75),mg/L] 3.12(1.45,5.96) 4.30(1.51,15.55) -1.682b 0.093 空腹血糖(x ± s, mmol/L) 5.12±0.86 5.13±1.32 0.073c 0.942 总胆固醇(x ± s, mmol/L) 4.39±0.84 4.28±1.06 0.739c 0.461 甘油三酯[M(P25, P75),mmol/L] 1.32(1.05,1.75) 1.25(0.98,1.73) 0.795b 0.427 高密度脂蛋白(x ± s, mmol/L) 1.20±0.28 1.23±0.35 0.622c 0.535 低密度脂蛋白(x ± s, mmol/L) 2.65±0.71 2.48±0.84 1.330c 0.185 总蛋白(x ± s, g/L) 67.26±6.45 66.00±7.10 1.185c 0.238 白蛋白(x ± s, g/L) 41.51±4.59 39.44±4.88 2.770c 0.006 前白蛋白(x ± s, mg/dL) 29.74±8.83 28.15±9.56 1.101c 0.272 注:a为χ2值,b为Z值,c为t值。 表 2 相关变量赋值
Table 2. Assignment of relevant variables
变量 赋值方法 性别 女性=0,男性=1 教育程度 小学及以下=0,中学=2,大学及以上=2 高血压 否=0,是=1 糖尿病 否=0,是=1 肿瘤分期 Ⅰ期=0,Ⅱ期=1,Ⅲ期=2,Ⅳ期=3 NRS-2002分级 营养良好=0,营养风险=1 PG-SGA分级 营养良好=0,可疑营养不良=1,中度营养不良=2,重度营养不良=3 注:其余连续性变量均以实际值赋值。 表 3 肿瘤患者2年生存结局的Cox单因素分析
Table 3. Cox univariate analysis of 2-year survival outcomes in cancer patients
变量 B SE Waldχ2 P值 HR(95% CI) 年龄 0.035 0.011 10.837 0.001 1.035(1.014~1.057) 性别 0.559 0.241 5.393 0.020 1.750(1.091~2.805) BMI -0.108 0.037 8.495 0.004 0.898(0.835~0.966) 高血压 0.728 0.235 9.583 0.002 2.071(1.306~3.283) 肿瘤分期 0.572 0.189 9.200 0.002 1.772(1.224~2.564) 白细胞 0.049 0.021 5.276 0.022 1.050(1.007~1.095) 白蛋白 -0.081 0.026 9.978 0.002 0.923(0.878~0.970) C反应蛋白 0.014 0.005 6.382 0.012 1.014(1.003~1.025) NRS 2002分级 1.647 0.290 32.203 < 0.001 5.192(2.940~9.172) PNI得分 -0.047 0.022 4.617 0.032 0.954(0.914~0.996) PG-SGA评分 0.299 0.037 64.712 < 0.001 1.349(1.254~1.451) 注:本表仅列出差异有统计学意义的结果。 表 4 ROC曲线评价NRS-2002分级、PG-SGA评分预测患者死亡风险的效能
Table 4. Evaluation of the predictive ability of NRS-2002 and PG-SGA for patient mortality risk using ROC curves
项目 AUC P值 灵敏度 特异度 截断值 约登指数 PG-SGA评分 0.821 < 0.001 0.853 0.656 5.5 1.509 NRS-2002分级 0.792 < 0.001 0.800 0.700 1.500 -
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