ArticleJournal of inflammation research2023
Inflammatory and Nutritional Scoring System for Predicting Prognosis in Patients with Newly Diagnosed Multiple Myeloma.
Article in Journal of inflammation research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers, 1 of them a synthesis that pooled it.
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Who cites it
26 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Geriatric nutritional risk index as a predictor of prognosis in hematologic malignancies: a systematic review and meta-analysis.Frontiers in nutrition · 2023Pooled it
- The Current Role of Physiotherapy in Systemic Light-Chain (AL) Amyloidosis and Multiple Myeloma.Life (Basel, Switzerland) · 2026Review
- Article
- Establishment and Validation of Nomogram Model Based on Neutrophil Lymphocyte Ratio for Prognosis of Patients With Congestive Heart Failure.Cardiology research and practice · 2026Article
- Prognostic nutritional index, but not NLR or PLR, is linked to survival in multiple myeloma.Frontiers in oncology · 2026Article
- Establishment and Validation of a Nomogram Based on Inflammation-Immunity-Nutrition Biomarker Scores to Predict Postoperative Early Recurrence in Patients with Hepatocellular Carcinoma: A Multicenter Study.Journal of hepatocellular carcinoma · 2026Article
- Development and validation of a novel frailty model for the patients with newly diagnosed multiple myeloma.European journal of medical research · 2025Article
- Joint association of estimated glucose disposal rate and systemic inflammation response index with all-cause and cardiovascular mortality in patients with dyslipidemia: a nationwide prospective cohort study.Diabetology & metabolic syndrome · 2025Article
- Association of Neutrophil-to-Lymphocyte Ratio With All-Cause and Cardiovascular Mortality Among Individuals With Depression: A Large-Scale Cohort Study.Brain and behavior · 2025Article
- Association of an antioxidant-rich diet with all-cause and cardiovascular mortality in hypertensive patients: A prospective study.Medicine · 2025Observational
- Elevated pulse wave velocity as a marker of arterial stiffness and its association with mortality in US adults.Scientific reports · 2025Article
- Relationship of Plasma Cell Infiltration Rates withMolecular imaging and radionuclide therapy · 2025Article
- The association between the dietary inflammatory index and multiple myeloma: a case-control study.Scientific reports · 2025Article
- A short-term prognostic model based on urinary IgG, COAmerican journal of cancer research · 2025Article
- A Nomogram for Predicting Overall Survival in Primary Central Nervous System Lymphoma: A Retrospective Study.Journal of inflammation research · 2025Article
- Association of neutrophil to lymphocyte ratio with all-cause and cardiovascular mortality among individuals with kidney stone disease: result from NHANES, 2007-2018.Frontiers in endocrinology · 2025Article
- Association between compound dietary antioxidant index and all-cause and cancer mortality in patients with chronic obstructive pulmonary disease: results from NHANES 1999-2018.Frontiers in medicine · 2025Article
- Neutrophil-lymphocyte ratio and systemic immune-inflammation index as predictors of cardiovascular risk and mortality in prediabetes and diabetes: a population-based study.Inflammopharmacology · 2024Article
- Neutrophil-to-lymphocyte ratio as a predictor of cardiovascular mortality in cancer survivors.Scientific reports · 2024Article
- HALP score as a novel prognostic factor for patients with myelodysplastic syndromes.Scientific reports · 2024Article
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Purpose: We aimed to assess the prognostic value of pretreatment inflammatory and nutritional parameters for predicting overall survival (OS) in patients with newly diagnosed multiple myeloma (NDMM), and to build a new scoring system using the most important variables. Methods: We retrospectively analyzed baseline clinical and laboratory data for patients with NDMM, who were randomly grouped into training and validation cohorts at a ratio of 8:2. The Inflammatory Nutritional Score (INS) was developed based on the least absolute shrinkage and selection operator (LASSO) Cox regression. The INS and other independent prognostic factors were entered into a multivariate Cox model and merged to generate a nomogram model for predictive optimization. Performance and predictive accuracy were assessed using the concordance index (C-index), calibration plots, and time-dependent receiver operating characteristic (ROC) curves. Results: In total, 442 eligible patients were enrolled. Six inflammatory/nutritional variables, including the Nutritional Risk Index (NRI), body mass index (BMI), neutrophil-lymphocyte ratio (NLR), monocyte-lymphocyte ratio (MLR), platelet-lymphocyte ratio (PLR), and albumin-alkaline phosphatase ratio (AAPR), were integrated to construct the INS using the LASSO Cox model. The predictive nomogram constructed following the multivariate Cox analysis included INS, performance status, lactate dehydrogenase, age, and C-reactive protein. The model exhibited good predictive performance, with a C-index of 0.708 in the training cohort and 0.749 in the validation cohort. Moreover, the calibration curves also demonstrated excellent consistency between predicted and observed survival in both cohorts. In the time-dependent ROC analysis, our nomogram model exhibited better performance than other staging systems for multiple myeloma. Conclusion: The INS represents an independent prognostic signature in patients with NDMM. Our novel nomogram based on INS may aid in predicting survival probability and stratifying risk.
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