Early Prediction of Alopecia Areata Using Machine Learning Modeling of Neuro Stress Immune Signatures from Multiple Datasets
December 2025
in “
Scientific Reports
”
Research cited in this study
23 / 23 resultsresearch Identifying Effective Immune Biomarkers in Alopecia Areata Diagnosis Based on Machine Learning Methods
Machine learning can help find new ways to treat alopecia areata.
research Assessing a Measure for Quality of Life in Patients with Severe Alopecia Areata: A Multicentric Italian Study
Alopecia Areata severely impacts mental health, causing anxiety and depression, affecting quality of life.
research A Nonsense Variant In KRT31 Is Associated With Autosomal-Dominant Monilethrix
A variant in the KRT31 gene causes a rare hereditary hair disorder called monilethrix.
research Identification of Ferroptosis-Related Biomarkers in Alopecia Areata Through Machine Learning
Four genes are potential markers for hair loss condition alopecia areata, linked to a specific type of cell death.
research Inhibition of T-Cell Activity in Alopecia Areata: Recent Developments and New Directions
New treatments targeting T-cell pathways are needed for better alopecia areata management.
research Psychological Stress-Induced Pathogenesis of Alopecia Areata: Autoimmune and Apoptotic Pathways
Stress may contribute to hair loss in alopecia areata by affecting immune responses and cell death in hair follicles.
research Construction of Regulatory Network for Alopecia Areata Progression and Identification of Immune Monitoring Genes Based on Multiple Machine-Learning Algorithms
Researchers found four genes that could help diagnose severe alopecia areata early.
research Emerging Drugs for the Treatment of Alopecia Areata
New drugs for alopecia areata show promise but aren't universally effective, and hair loss often returns after stopping treatment.
research Ritlecitinib And Brepocitinib Demonstrate Significant Improvement In Scalp Alopecia Areata Biomarkers
Two drugs, ritlecitinib and brepocitinib, improved scalp hair loss condition markers.
research Resident Human Dermal Gamma Delta T-Cells Operate as Stress Sentinels: Lessons from the Hair Follicle
Human dermal γδT-cells respond to stress in hair follicles, contributing to hair loss.
research Alopecia Areata: An Update on Etiopathogenesis, Diagnosis, and Management
JAK inhibitors show promise for treating alopecia areata, but more research is needed.
research Pro-Inflammatory Vδ1+ T-Cells Infiltrates Are Present In And Around The Hair Bulbs Of Non-Lesional And Lesional Alopecia Areata Hair Follicles
Targeting Vδ1+T-cells may help treat alopecia areata.
research Hair Follicle Immune Privilege and Its Collapse in Alopecia Areata
Hair follicles are normally protected from the immune system, but when this protection fails, it can cause hair loss in alopecia areata.
research Frontiers in Alopecia Areata Pathobiology Research
The review suggests that other immune cells besides CD8+ T cells may contribute to alopecia areata and that targeting regulatory cell defects could improve treatment.
research Alopecia Areata: A Multifactorial Autoimmune Condition
Alopecia areata is an autoimmune disease causing patchy hair loss, often with other autoimmune disorders, but its exact causes are unknown.
research Molecular Functional Analyses Revealed Essential Roles of HSP90 and Lamin A/C in Growth, Migration, and Self-Aggregation of Dermal Papilla Cells
HSP90 and lamin A/C are crucial for hair growth and could be targets for treating hair loss.
research Oral Ruxolitinib Induces Hair Regrowth in Patients with Moderate-to-Severe Alopecia Areata
Ruxolitinib effectively regrows hair in most patients with severe hair loss.
research Extensive Alopecia Areata Is Reversed by IL-12/IL-23p40 Cytokine Antagonism
Blocking IL-12/IL-23p40 helped reverse severe hair loss in patients.
research Novel KRT83 and KRT86 Mutations Associated with Monilethrix
New mutations in KRT83 and KRT86 are linked to the hair disorder monilethrix.
research Macrophages Contribute to the Cyclic Activation of Adult Hair Follicle Stem Cells
Macrophages help activate hair follicle stem cells, affecting hair growth and skin repair.
research Alopecia Areata Is Driven by Cytotoxic T Lymphocytes and Is Reversed by JAK Inhibition
Alopecia areata can be reversed by JAK inhibitors, promoting hair regrowth.
research Alopecia Areata as a Model for T Cell-Dependent Autoimmune Diseases
research Hair-Cycle-Associated Remodeling of the Peptidergic Innervation of Murine Skin and Hair Growth Modulation by Neuropeptides
Neuropeptides affect hair growth, with some speeding it up and others slowing it down.