ArticleFrontiers in immunology2023
Construction and validation of a prognostic nutritional index-based nomogram for predicting pathological complete response in breast cancer: a two-center study of 1,170 patients.
Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 3 of them syntheses that pooled it.
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Who cites it
28 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Immune-inflammatory indices as predictors of pathologic complete response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: a systematic review and meta-analysis of observational studies.World journal of surgical oncology · 2026Pooled it
- Prognostic value of prognostic nutritional index in breast cancer patients receiving neoadjuvant therapy: a systematic review and meta-analysis.Frontiers in oncology · 2026Pooled it
- Predicting the prognosis of breast cancer patients by using nutrition-based index: a systematic review and meta-analysis.Frontiers in oncology · 2026Pooled it
- Beyond pCR Prediction: Subtype-Specific Artificial Intelligence for Treatment Tailoring in Breast Cancer Neoadjuvant Therapy.Cancers · 2026Review
- The FINE Index: A Frailty- and Immunonutrition-Based Nomogram for Survival in Geriatric Breast Cancer: A Retrospective Study.Cancer medicine · 2026Article
- Baseline and Early On-Treatment Prognostic Nutritional Index in Hormone Receptor-Positive, HER2-Negative Metastatic Breast Cancer Treated with CDK4/6 Inhibitors.Journal of clinical medicine · 2026Article
- Reply to L Zhang et al.Advances in nutrition (Bethesda, Md.) · 2026Article
- PIV, PNI and HALP score for predicting pathological complete response in breast cancer after neoadjuvant chemotherapy: a systematic review and meta-analysis.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026Article
- Association of Pretreatment Serum Albumin and Systemic Inflammatory Markers with Pathologic Response to Neoadjuvant Chemotherapy in Breast Cancer.Journal of clinical medicine · 2026Article
- Article
- Predicting the Effectiveness of 2 Chemotherapy Regimens Applied to Breast Cancer Patients by Nutritional and Inflammatory Status.Medical science monitor : international medical journal of experimental and clinical research · 2026Article
- Serum nutrient profile and dietary patterns as predictors of tumor grade and molecular subtype in breast cancer patients.Frontiers in nutrition · 2026Article
- Perioperative machine learning models with SHAP interpretation for predicting adverse outcomes in breast cancer surgery.Frontiers in surgery · 2026Article
- Article
- Development and validation of prognostic models for bone metastasis in Non-Small cell lung cancer based on Machine learning algorithms.Journal of bone oncology · 2025Article
- Inflammatory and Nutritional Markers Predicting Pathological Complete Response to Neoadjuvant Therapy in HER2-Positive Breast Cancer: A Multicenter Real-World Study.Journal of clinical medicine · 2025Article
- Baseline and changes in prognostic nutritional index associate with heart failure hospitalization and all-cause death in patients with cardiac pacemaker.BMC cardiovascular disorders · 2025Observational
- Article
- A Prognostic Nutritional Index-Based Nomogram to Predict Breast Cancer Metastasis: A Retrospective Cohort Validation.Breast cancer (Dove Medical Press) · 2025Article
- Systemic immune-inflammation index: a key biomarker guiding personalized adjuvant chemotherapy in intrahepatic cholangiocarcinoma.Frontiers in oncology · 2025Article
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7 authors.
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Abstract
Background: Pathological complete response (pCR) after neoadjuvant chemotherapy (NAC) is associated with favorable outcomes in breast cancer patients. Identifying reliable predictors for pCR can assist in selecting patients who will derive the most benefit from NAC. The prognostic nutritional index (PNI) serves as an indicator of nutritional status and systemic immune competence. It has emerged as a prognostic biomarker in several malignancies; however, its predictive value for pCR in breast cancer remains uncertain. The objective of this study is to assess the predictive value of pretreatment PNI for pCR in breast cancer patients. Methods: A total of 1170 patients who received NAC in two centers were retrospectively analyzed. The patients were divided into three cohorts: a training cohort (n=545), an internal validation cohort (n=233), and an external validation cohort (n=392). Univariate and multivariate analyses were performed to assess the predictive value of PNI and other clinicopathological factors. A stepwise logistic regression model for pCR based on the smallest Akaike information criterion was utilized to develop a nomogram. The C-index, calibration plots and decision curve analysis (DCA) were used to evaluate the discrimination, calibration and clinical value of the model. Results: Patients with a high PNI (≥53) had a significantly increased pCR rate (OR 2.217, 95% CI 1.215-4.043, Conclusion: The pretreatment PNI is a reliable predictor for pCR in breast cancer patients. The PNI-based nomogram is a low-cost, noninvasive tool with favorable predictive accuracy for pCR, which can assist in determining individualized treatment strategies for breast cancer patients.
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