Development and validation of a predictive model for high-risk immune-related adverse events in gastric cancer patients treated with ICIs.
2/5 보강
PICO 자동 추출 (휴리스틱, conf 3/4)
유사 논문P · Population 대상 환자/모집단
환자: gastric cancer who received ICIs therapy between May 2020 and March 2025
I · Intervention 중재 / 시술
ICIs therapy between May 2020 and March 2025
C · Comparison 대조 / 비교
추출되지 않음
O · Outcome 결과 / 결론
The corrected C-index, derived from bootstrap resampling, was 0.849, and both calibration curves and decision curve analysis confirmed good calibration and clinical utility. These predictors may aid risk stratification and optimized patient management.
OpenAlex 토픽 ·
Cancer Immunotherapy and Biomarkers
Gastric Cancer Management and Outcomes
Inflammatory Biomarkers in Disease Prognosis
Immune checkpoint inhibitors (ICIs) may cause immune-related adverse events (irAEs), ranging from mild to life-threatening.
- p-value p = .028
- Sensitivity 78.26%
- Specificity 80.12%
APA
Li Ma, Junbo Wu, et al. (2026). Development and validation of a predictive model for high-risk immune-related adverse events in gastric cancer patients treated with ICIs.. Human vaccines & immunotherapeutics, 22(1), 2610907. https://doi.org/10.1080/21645515.2025.2610907
MLA
Li Ma, et al.. "Development and validation of a predictive model for high-risk immune-related adverse events in gastric cancer patients treated with ICIs.." Human vaccines & immunotherapeutics, vol. 22, no. 1, 2026, pp. 2610907.
PMID
41569265 ↗
Abstract 한글 요약
Immune checkpoint inhibitors (ICIs) may cause immune-related adverse events (irAEs), ranging from mild to life-threatening. High-risk irAEs can lead to treatment discontinuation and higher mortality, though ICI-treated patients' death rate is under 5%. Currently, no reliable biomarkers predict irAEs' occurrence or severity. This study investigates the link between accessible biomarkers and high-risk irAEs in gastric cancer patients on ICIs, as well as to develop and assess a predictive model for such events. Data were collected from patients with gastric cancer who received ICIs therapy between May 2020 and March 2025. The incidence and risk factors associated with irAEs were analyzed using the chi-square test or the Mann-Whitney U test. Univariate and multivariate logistic regression analyses were conducted to develop a predictive model. This model was validated through 10-fold cross-validation and assessed using the area under the receiver operating characteristic curve (AUC), sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV), calibration curves, and decision curve analysis. A total of 184 gastric cancer patients receiving ICIs therapy were enrolled in this study. The incidence of irAEs of any grade was 21.2%, while the incidence of grade ≥3 irAEs was 12.5%. Multivariate logistic regression analysis identified NLR-1 ( < .001), NLR2-1 ( < .001), PLR-1 ( = .001), tumor thickness ( = .018), CV ( = .001), and intratumoral necrosis (p = .028) as independent predictors of grade ≥3 irAEs. The AUC of the developed model was 0.878, with a sensitivity of 78.26%, specificity of 80.12%, PPV of approximately 80.95%, and NPV of approximately 75.52%. The corrected C-index, derived from bootstrap resampling, was 0.849, and both calibration curves and decision curve analysis confirmed good calibration and clinical utility. These predictors may aid risk stratification and optimized patient management.
🏷️ 키워드 / MeSH 📖 같은 키워드 OA만
- Humans
- Stomach Neoplasms
- Male
- Female
- Middle Aged
- Aged
- Immune Checkpoint Inhibitors
- Risk Factors
- Incidence
- Drug-Related Side Effects and Adverse Reactions
- 80 and over
- Adult
- ROC Curve
- Risk Assessment
- Immune checkpoint inhibitors (ICIs)
- complete blood cell (CBC)
- gastric cancer (GC)
- immune-related adverse events (irAEs)
- prediction model
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