Exploring immune-inflammation markers in psoriasis prediction using advanced machine learning algorithms

Exploring immune-inflammation markers in psoriasis prediction using advanced machine learning algorithms

BackgroundPsoriasis is a chronic immune-mediated inflammatory skin disorder characterized by multifactorial pathogenesis. Recent studies have extensively highlighted the strong associations between psoriasis and various inflammatory markers, which are considered novel predictive tools for evaluating...

Full description

Saved in:

Bibliographic Details
Main Authors:	Li Yang, Shixin He, Li Tang, Xiao Qin, Yan Zheng
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-07-01
Series:	Frontiers in Immunology
Subjects:	psoriasis national health and nutrition examination survey machine learning algorithms monocyte-to-lymphocyte ratio neutrophil-to-monocyte ratio
Online Access:	https://www.frontiersin.org/articles/10.3389/fimmu.2025.1619490/full
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

The clinical value of the neutrophil-to-lymphocyte ratio, systemic immune-inflammation index, monocyte-to-lymphocyte ratio and platelet-to-lymphocyte ratio for predicting the severity of patients with autoimmune encephalitis
by: Xin Zhao, et al.
Published: (2025-02-01)

The Role of Admission Glucose and Inflammatory Markers in Histopathological Features of Atherosclerotic Plaques in Carotid and Femoro-Popliteal Arteries
by: Mircea Cătălin Coșarcă, et al.
Published: (2025-05-01)

The prognostic impact of neutrophil-to-lymphocyte ratio, lymphocyte-to-monocyte ratio, and platelet-to-lymphocyte ratio in patients with advanced colorectal cancer treated with first-line chemotherapy
by: Magdalena Krakowska, et al.
Published: (2018-09-01)

Lymphocyte to monocyte ratio and lymphocyte to neutrophil ratio in neurosyphilis may affect the response to therapy and diagnostic efficacy
by: Hongjing Guan, et al.
Published: (2025-04-01)

Baseline and changes in inflammatory parameters for patients with EGFR‐mutated NSCLC treated with afatinib
by: Zi‐Ting Chang, et al.
Published: (2025-07-01)

Association between systemic immune-inflammatory biomarkers (SII, NLR, PLR, LMR) and breast cancer
by: Ying Wen, et al.
Published: (2025-12-01)

The systemic inflammation markers as potential predictors of disease progression and survival time in amyotrophic lateral sclerosis
by: Ye Hong, et al.
Published: (2025-03-01)

Day 3 neutrophil-to-lymphocyte ratio and its derived indices predict 90-day poor outcomes following mechanical thrombectomy in acute ischemic stroke patients
by: Weiwei Gao, et al.
Published: (2024-12-01)

Inflammatory marker comparison in childhood brucellosis: predicting osteoarticular involvement
by: Elif Böncüoğlu, et al.
Published: (2025-05-01)

Difference of Neutrophil-to-Lymphocyte Ratio, Monocyte-to-Lymphocyte Ratio, and Platelet-to-Lymphocyte Ratio in Patients with Non-Hodgkin and Hodgkin Lymphoma
by: Frenky Jones, et al.
Published: (2024-12-01)

Application Value of Novel Inflammatory Indicators in Response to Ursodeoxycholic Acid Therapy in Patients with Primary Biliary Cholangitis
by: Liu S, et al.
Published: (2025-02-01)

Association between inflammatory biomarkers and gestational diabetes mellitus in women aged 20–44: a cross-sectional analysis of NHANES 2007–2018
by: Jinsheng Li, et al.
Published: (2025-12-01)

The correlation of neutrophil to lymphocyte ratio with proportional crescent purpura nephritis
by: YU Ya, et al.
Published: (2020-01-01)

Inflammatory and Fibrosis Parameters Predicting CPET Performance in Males with Recent Elective PCI for Chronic Coronary Syndrome
by: Andrei Drugescu, et al.
Published: (2025-03-01)

Relationship between lymphocyte-related parameters and the prognosis of patients with lupus nephritis
by: Wenyi Qi, et al.
Published: (2025-07-01)

Etiological classification of high sedimentation rate and relation with other inflammatory markers
by: Sultan Gozde Temiz, et al.
Published: (2024-04-01)

Increased monocytes and their derived indicators are associated with clinical severity of acute heart failure following acute myocardial infarction
by: Xinlin Xiong, et al.
Published: (2025-04-01)

The Prognostic Value of Neutrophil-to-Lymphocyte Ratio and Lymphocyte-to-Monocyte Ratio in Patients with Hepatocellular Carcinoma Receiving HAIC-Based Conversion Hepatectomy: A Dual-Center Retrospective Cohort Study
by: Li D, et al.
Published: (2025-07-01)

Inflammatory Markers in Determining the Severity of Chronic Obstructive Pulmonary Disease in Hospitalized Patients
by: Akshatha P Kumar, et al.
Published: (2025-05-01)

Hematological and biochemical markers and cytokine levels in hospitalized psychiatric patients with COVID-19
by: Huirong Dai, et al.
Published: (2025-04-01)

Prognostic values of inflammatory indexes in bevacizumab-treated patients with advanced non-small-cell lung cancer
by: Jingru Yang, et al.
Published: (2022-06-01)

Correlation between CBC-derived inflammatory indicators and all-cause mortality with rheumatoid arthritis: a population-based study
by: Yu Liu, et al.
Published: (2025-06-01)

Combined prediction value of coronary plaque burden, serum creatinine, MLR and NLR in reinfarction risk after PCI in middle-aged and elderly patients with myocardial infarction
by: Huanhua Du, et al.
Published: (2025-06-01)

An L-shaped association between lymphocyte-to-monocyte ratio and erectile dysfunction in NHANES 2001–2004
by: Donggang Shan, et al.
Published: (2025-01-01)

The Clinical significance of Peripheral Blood-related Inflammatory Markers in patients with AECOPD
by: Dehu Li, et al.
Published: (2025-05-01)

Predictive value of inflammatory indexes in in-hospital mortality for patients with acute aortic dissection
by: Yijing Xin, et al.
Published: (2025-04-01)

Association between the (neutrophil + monocyte)/albumin ratio and all-cause mortality in sepsis patients: a retrospective cohort study and predictive model establishment according to machine learning
by: Lulu Liu, et al.
Published: (2025-04-01)

The Monocyte‐to‐Lymphocyte Ratio Was Associated With Intraplaque Neovascularization of the Carotid Artery on AngioPLUS
by: Mingfeng Zhai, et al.
Published: (2024-10-01)

Correlation Monocyte Count, High Density Lipoprotein Cholesterol Levels and Monocyte High Density Lipoprotein Cholesterol Ratio with hsCRP Levels in Hypertension Patient
by: Rochman CHOLIQ, et al.
Published: (2025-06-01)

The neutrophil-to-lymphocyte ratio is associated with increased risk of all-cause mortality in obstructive sleep apnea
by: Xue-Jun Lin, et al.
Published: (2025-07-01)

A Study to Determine the Association between Monocyte to HDL Cholesterol Ratio, Neutrophil to Lymphocyte Ratio, Red Blood Cell Distribution Width (RDW), and Diabetic Retinopathy in a Tertiary Care Hospital in Eastern India
by: Rupak Chatterjee, et al.
Published: (2025-06-01)

Haematological markers as predictive tools for tuberculosis in PLHIV: a retrospective cohort study in Gujarat, India
by: Yogesh M, et al.
Published: (2025-02-01)

Inflammatory Indices and Preterm Delivery: A New Horizon in Obstetric Risk Assessment
by: Samet Kırat
Published: (2025-05-01)

Prognostic Value of Preoperative Lymphocyte-to-Monocyte Ratio in Patients with Recurrent Colorectal Cancer
by: Oğuzcan Özkan, et al.
Published: (2025-04-01)

Could the systemic immune-inflammation index be a new biomarker of inflammation in children with asthma?
by: Omer Okuyan, et al.
Published: (2025-03-01)

BLOOD PLATELETS AS ACTIVATORS AND REGULATORS OF INFLAMMATORY AND IMMUNE REACTIONS. PART 2. THROMBOCYTES AS PARTICIPANTS OF IMMUNE REACTIONS
by: N. B. Serebryanaya, et al.
Published: (2019-01-01)

Exploring leukocyte differential count ratio profiles as inflammatory biomarkers in diabetic retinopathy: a systematic review and meta-analysis
by: Ohisa Harley, et al.
Published: (2025-05-01)

Functional status, lymphocyte-to-monocyte ratio, and platelet-to-lymphocyte ratio as prognostic factors of one-year survival rate in elderly patients with advanced-stage non-small cell lung cancer
by: Ratna Nurhayati, et al.
Published: (2024-01-01)

Systemic inflammation in salivary gland cancer
by: S. I. Kutukova, et al.
Published: (2022-11-01)

Low Serum 25‑hydroxyvitamin D levels: Predictive Value of Hematological and Inflammatory Markers in Patients with Urinary Tract Infection
by: Leila Pirdel, et al.
Published: (2022-08-01)