# Construction and validation of a nomogram based on clinical indicators for 28-day composite poor prognosis prediction in severe sepsis

**Authors:** Xinfu Chen, Zhuo Chen, Xuebing Liu, Peng Guo, Ruihua Shi

PMC · DOI: 10.3389/fpubh.2026.1709504 · Frontiers in Public Health · 2026-02-10

## TL;DR

This study creates a prediction tool for severe sepsis outcomes using intestinal and systemic biomarkers, validated in clinical data.

## Contribution

A novel nomogram integrating intestinal barrier biomarkers and clinical indicators for prognosis prediction in severe sepsis.

## Key findings

- The nomogram includes SOFA score, intestinal fatty acid-binding protein, D-lactate, procalcitonin, and blood lactate as independent predictors.
- The model showed good calibration with C-indexes of 0.771 (training) and 0.641 (validation).
- It offers clinical translational potential for early goal-directed intervention in severe sepsis.

## Abstract

To develop and internally validate an individualized nomogram integrating intestinal barrier-specific biomarkers and systemic clinical indicators to help assess intestinal barrier function and provide a reference for prognosis prediction in patients with severe sepsis.

Three hundred fifty-two patients with severe sepsis admitted between January 2022 and December 2024 were continuously enrolled and randomly divided into training (n = 246) and validation (n = 106) sets. Plasma samples and clinical data—including demographics, injury assessments, and initial laboratory indicators—were collected. Prognosis-related variables were identified via univariate analysis. LASSO regression was used for variable selection, and multivariate logistic regression identified independent predictors of poor prognosis. Model performance was evaluated using receiver operating characteristic (ROC) curves, calibration plots, and decision curve analysis (DCA) in both training and validation sets

Baseline characteristics did not differ significantly between sets (all P > 0.05). Multivariate analysis identified admission SOFA score, intestinal fatty acid-binding protein, D-lactate, procalcitonin, and blood lactate as independent risk factors for poor prognosis (all P < 0.05). The nomogram demonstrated good calibration and fit, with C-indexes of 0.771 (training) and 0.641 (validation), mean absolute errors of 0.026 and 0.043, and non-significant Hosmer-Lemeshow test results (P = 0.423 and P = 0.496, respectively). The AUCs were 0.771 (95% CI: 0.698–0.845) and 0.641 (95% CI: 0.512–0.770), with sensitivities of 0.672 and 0.462, and specificities of 0.804 and 0.800.

The constructed nomogram, incorporating intestinal barrier biomarkers and systemic clinical indicators, can help assess intestinal barrier-related risk and provide a reference for predicting adverse outcomes in severe sepsis. It offers a valuable decision-support tool for early goal-directed intervention and demonstrates significant clinical translational potential.

## Linked entities

- **Chemicals:** D-lactate (PubChem CID 61503)

## Full-text entities

- **Genes:** DAO (D-amino acid oxidase) [NCBI Gene 1610] {aka DAAO, DAMOX, OXDA}, AOC1 (amine oxidase copper containing 1) [NCBI Gene 26] {aka ABP, ABP1, DAO, DAO1, KAO, KDAO}, FABP2 (fatty acid binding protein 2) [NCBI Gene 2169] {aka FABPI, I-FABP}, CALCA (calcitonin related polypeptide alpha) [NCBI Gene 796] {aka CALC1, CGRP, CGRP-I, CGRP-alpha, CGRP1, CT}, CRP (C-reactive protein) [NCBI Gene 1401] {aka PTX1}
- **Diseases:** intestinal tumors (MESH:D007414), ischemic necrosis (MESH:D005271), cardiopulmonary disease (MESH:D006323), malignant tumors (MESH:D009369), diabetes (MESH:D003920), SIRS (MESH:D018746), critical illness (MESH:D016638), Inflammatory (MESH:D007249), short-bowel syndrome (MESH:D012778), multi (MESH:D015161), ischemia (MESH:D007511), MODS (MESH:D009102), gastrointestinal diseases (MESH:D005767), immune (MESH:D007154), Infection (MESH:D007239), Crohn's disease (MESH:D003424), death (MESH:D003643), hypertension (MESH:D006973), Sepsis (MESH:D018805), ulcerative colitis (MESH:D003093), necrosis (MESH:D009336), intestinal diseases (MESH:D007410), Septic Shock (MESH:D012772), fungal (MESH:D009181)
- **Chemicals:** bilirubin (MESH:D001663), lactate (MESH:D019344), sugar (MESH:D000073893), D-lactate (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12929523/full.md

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12929523/full.md

## References

22 references — full list in the complete paper: https://tomesphere.com/paper/PMC12929523/full.md

---
Source: https://tomesphere.com/paper/PMC12929523