January 2026 in “Open Science Framework” This scoping review systematically maps the use of AI and ML in alopecia research, highlighting the evolution from diagnostic tools to more advanced prognostic frameworks. It identifies the dominance of CNNs for image-based diagnosis, limited multimodal integration, and a lack of prognostic or causal modeling. Key gaps include the need for generative prognosis frameworks, fairness evaluations, privacy-aware systems, and treatment-response prediction. The review provides a taxonomy of AI approaches, visual aids, and recommendations for future research, emphasizing the development of equitable AI tools for personalized prognosis and treatment planning in alopecia care.
June 2025 in “International Journal of Dermatology” Exosomes could transform skin treatments but face technical and regulatory hurdles.
4 citations
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February 2025 in “Endokrynologia Polska” Provide individualized, supportive care for transgender and non-binary adolescents to improve their well-being.
January 2024 in “Regenerative Biomaterials” Metal organic frameworks-based scaffolds show promise for tissue repair due to their unique properties.
December 2025 in “ADMET & DMPK” Personalized treatments for hair loss focus on specific genetic and biological pathways.
19 citations
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October 2024 in “BMC Medical Informatics and Decision Making” AI can improve early diagnosis and classification of PCOS, aiding in prevention of related health issues.
July 2025 in “Scientific Reports” Six key genes can predict bladder cancer outcomes and may serve as prognostic biomarkers.
September 2025 in “Bioengineering” The framework helps predict adverse effects of blood thinners, improving drug selection for atrial fibrillation.
11 citations
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April 2019 in “Journal of Biological Research” The study identified 12 potential biomarkers for hair loss and how they affect hair growth.
82 citations
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July 2012 in “Brain pathology” High LGR5 levels in glioblastoma indicate poor prognosis and are essential for cancer stem cell survival.
August 2025 in “BMC Pharmacology and Toxicology” The LTF gene may help predict and manage nonspecific orbital inflammation.
December 2025 in “JAAD reviews.” Cross-cultural plant knowledge can improve skin treatments.
34 citations
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January 2022 in “Human Reproduction Open” PRP injections did not significantly improve ovarian function in women with low ovarian reserve.
April 2026 in “Diagnostics” Parry–Romberg Syndrome can involve the brain even without obvious symptoms, and a new diagnostic framework is suggested for early detection.
9 citations
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July 2024 in “JAAD reviews.” Extracellular vesicles show potential in dermatology, but more research is needed for validation.
11 citations
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November 2021 in “JDDG Journal der Deutschen Dermatologischen Gesellschaft” Cutaneous angiosarcomas require a combined treatment approach, but prognosis is generally poor.
7 citations
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July 2011 in “Survey of Ophthalmology” The document concludes that periocular hair disorders have various causes and treatments, and proper evaluation by specialists is important for management and prognosis.
1 citations
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December 2022 in “Sultan Qaboos University medical journal” The machine learning model accurately predicts Systemic Lupus Erythematosus in Omani patients.
October 2024 in “Medicine” Cronkhite-Canada syndrome is rare, has a poor prognosis, and requires early diagnosis and ongoing treatment.
438 citations
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October 2010 in “Oncogene” Keratins help protect cells, aid in cancer diagnosis, and influence cancer behavior and treatment.
38 citations
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December 2009 in “Therapeutic Advances in Medical Oncology” The conclusion suggests that prostate cancer should be classified by castration status and that new therapies targeting androgen receptor signaling show promise.
44 citations
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November 1998 in “Australasian Journal of Dermatology” Accurate diagnosis is key for treating different kinds of hair loss, and immune response variations may affect the condition and treatment results.
February 2024 in “BioMetals” Heavy metals like arsenic, cadmium, and lead can increase cancer risk and worsen outcomes.
October 2023 in “Biomedical science and engineering” Innovative methods are reducing animal testing and improving biomedical research.
March 2026 in “Aesthetic Plastic Surgery” AI is revolutionizing non-surgical cosmetic procedures by improving personalization, safety, and access.
64 citations
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March 2017 in “Nature communications” Researchers found 63 genes linked to male-pattern baldness, which could help in understanding its biology and developing new treatments.
13 citations
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August 1980 in “Cancer” Multimodal primary treatment improves survival in premenopausal breast cancer patients and is also beneficial for postmenopausal women.
September 2024 in “Archives of Medical Science” Alopecia areata is linked to immune system differences, with specific biomarkers like CXCL9 and CXCL10 being key for diagnosis and potential treatment targets.
February 2026 in “American Journal of Clinical Dermatology” Radiotherapy can cause skin fibrosis, which is often overlooked and needs better treatment and evaluation.
August 2024 in “RCMOS - Revista Científica Multidisciplinar O Saber” Barbershops should prioritize safe, responsible scalp care and refer clients to dermatologists when needed.