Perioperative nutritional support is associated with attenuated early postoperative albumin decline after gastrectomy for gastric cancer: a retrospective cohort study and machine learning prediction model - Summary - MDSpire

Perioperative nutritional support is associated with attenuated early postoperative albumin decline after gastrectomy for gastric cancer: a retrospective cohort study and machine learning prediction model

  • By

  • Tao Wen

  • Xikui Zhang

  • Xiaoping Zhang

  • Sumei Lv

  • Liman Yang

  • Bibo Tan

  • Feng Xia Liu

  • July 8, 2026

  • 0 min

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Objective:

To assess the association between perioperative nutritional support and early postoperative albumin recovery indicators after gastrectomy for gastric cancer, and to develop a prediction model for postoperative albumin improvement.

Approach:
  • Study Design: Retrospective cohort study of 1,529 adults who underwent gastrectomy for gastric cancer, with preoperative and early postoperative albumin measurements.
  • Nutritional Support Definition: Perioperative nutritional support was classified as binary based on available dataset.
  • Outcome Measures: Primary outcome was postoperative albumin improvement; secondary outcomes included total protein improvement and change in albumin.
  • Statistical Analysis: Multivariable linear and logistic regression analyses, and a gradient boosting model using 46 preoperative and perioperative variables.
Key Findings:
  • Albumin improved in 233 of 1,529 patients (15.2%), with higher rates in the nutritional support group (19.2%) compared to the no/standard support group (12.8%).
  • Nutritional support was associated with a higher Δ albumin (β = 0.572 g/L, p = 0.015).
  • The gradient boosting model achieved an AUROC of 0.711 and an AUPRC of 0.422.
Interpretation:

The prediction model demonstrated moderate discrimination for early albumin improvement.

Limitations:
  • The study is retrospective and may have inherent biases.
  • External validation and prospective evaluation of the prediction model are needed.
Conclusion:

Further investigation is warranted.

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