ArticleClinical and experimental medicine2023
A prognostic model incorporating inflammatory cells and cytokines for newly diagnosed multiple myeloma patients.
Article in Clinical and experimental medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed, 14 citations in OpenAlex.
- Prognostic value of baseline and absolute change of inflammatory markers in patients with thymic epithelial tumors.Annals of medicine · 2025Article
- Review
- Lymphocyte/monocyte to lactate dehydrogenase ratio prior to lymphodepletion impact the outcomes of patients with diffused large B cell lymphoma undergoing CAR-T cell therapy.Cancer immunology, immunotherapy : CII · 2025Article
- Glasgow Prognostic Score Serves as a Prognostic Factor of Clinical Outcome in Patients with Newly Diagnosed Multiple Myeloma.Journal of inflammation research · 2025Article
- A short-term prognostic model based on urinary IgG, COAmerican journal of cancer research · 2025Article
- Expression and Clinical Significance of BCL2 Interacting Protein 3 Like (BNIP3L) in Serum of Patients with MM.Blood and lymphatic cancer : targets and therapy · 2025Article
- Article
- Insights into the Neutrophil-to-Lymphocyte Ratio and the Platelet-to-Lymphocyte Ratio as Predictors for the Length of Stay and Readmission in Chronic Heart Failure Patients.Diagnostics (Basel, Switzerland) · 2024Article
- Multiple myeloma: signaling pathways and targeted therapy.Molecular biomedicine · 2024Review
- Clinical features and treatment of newly diagnosed multiple myeloma with secondary myelofibrosis: a retrospective study.Therapeutic advances in hematology · 2024Article
- Risk factors for the outcome and prognosis of multiple myeloma patients with pathological fractures undergoing percutaneous vertebroplasty.American journal of cancer research · 2024Article
- Changes in Laboratory Indexes for Multiple Myeloma Patients Before and After Autologous Stem Cell Transplant.Journal of inflammation research · 2023Article
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Authors and funding
19 authors at 2 institutions in 1 country.
Funding
Abstract
Peripheral blood cell counts and cytokines can be used as predictors of multiple myeloma (MM) patients' outcomes. 313 newly diagnosed MM patients treated with novel agents were divided into training and validation cohorts. We selected the common peripheral blood cell counts, including the lymphocyte/monocyte ratio (LMR), neutrophil/lymphocyte ratio (NLR), and platelet/lymphocyte ratio (PLR), systemic inflammation response index (SIRI), and serum cytokines which contained tumor necrosis factor-α (TNF-α), interleukin-1β (IL-1β), interleukin-2 receptor (IL-2R), interleukin-8 (IL-8), interleukin-6 (IL-6), and interleukin-10 (IL-10) as related variables. The least absolute shrinkage and selection operator (LASSO) regression was conducted to sort the predictor variables in the training cohort, and then the developed nomogram was assessed in the training and validation cohort. Our study showed that SIRI, PLR, and IL-8 were independent prognostic factors for the survival of MM patients. Patients with lower SIRI (≤ 0.87) had superior survival than patients with higher SIRI (> 0.87). Further, according to the LASSO regression, a nomogram embracing LMR (> 3.78), SIRI (> 0.87), PLR (≤ 106.44), and IL-8 was established. The nomogram demonstrated a better correlation with the outcomes of MM patients in the training cohort than International Staging System (ISS) and Revised-International Staging System (R-ISS). The same results were verified in the validation cohort. The nomogram incorporating inflammatory cells and cytokines could be a helpful tool to stratify MM patients in the era of novel agents.
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