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.
2 citations
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October 2023 in “Cancer Reports” Mitochondrial features can predict colorectal cancer outcomes and improve immunotherapy.
37 citations
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November 2017 in “Medical Sciences” Melanoma's complexity requires personalized treatments due to key genetic mutations and tumor-initiating cells.
11 citations
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September 2024 in “Journal of Advanced Research” 3D-bioprinting models of pancreatic cancer could help personalize treatments but need more testing.
21 citations
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March 2019 in “Critical Reviews in Clinical Laboratory Sciences” The androgen receptor is a promising target for breast cancer treatment, especially in triple-negative cases, but more research is needed for personalized therapies.
March 2026 in “Dermatopathology” Different types of skin gland tumors have unique genetic traits, which can guide personalized treatments.
August 2008 in “Current Opinion in Internal Medicine” In 2007, prostate cancer research improved understanding of risk, diagnosis, and treatment, but also showed heart risks with certain therapies and the need for personalized care.
85 citations
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October 2012 in “Dermatologic Clinics” Alopecia Areata is an autoimmune condition often starting before age 20, with varied treatment success and a need for personalized treatment plans.
27 citations
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January 2015 in “Current problems in dermatology” The document concludes that primary scarring alopecias cause permanent hair loss, have unpredictable outcomes, and lack definitive treatments, requiring personalized care.
6 citations
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May 2008 in “Current Opinion in Oncology” 2007 research improved understanding of prostate cancer risk, diagnosis, and treatment, but also showed the need for personalized treatment and further study on certain therapies' risks.
58 citations
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December 2020 in “Mayo Clinic Proceedings” The conclusion is that individual differences in COVID-19 severity are influenced by factors like age, sex, race, and genetics, which are important for personalized medicine.
8 citations
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January 2023 in “Journal of Clinical and Translational Hepatology” Advancements in cultured models improve understanding and treatment of gallbladder cancer.
January 2025 in “Journal of Carcinogenesis” Inflammation is a key factor in heart disease and targeting it can reduce heart problems.
July 2022 in “Singapore Medical Journal” Most children with alopecia areata improved with treatment, but those with more hair loss had worse outcomes.
1 citations
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April 2024 in “Russian Journal of Clinical Dermatology and Venereology” Atopic diseases worsen alopecia areata, leading to earlier onset and more severe forms.
36 citations
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April 2014 in “Experimental Dermatology” Personalized treatment plans improve vitiligo care.
13 citations
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October 2024 in “Scientific Reports” Early diagnosis and personalized treatment for PCOS are crucial, especially for young women in West Bengal, India.
July 2025 in “Scientific Reports” Six key genes can predict bladder cancer outcomes and may serve as prognostic biomarkers.
16 citations
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July 2020 in “Advanced functional materials” 3D cell-derived matrices improve tissue regeneration and disease modeling.
June 2024 in “Research Square (Research Square)” Young women in West Bengal, India, with PCOS often have estrogen resistance, leptin receptor issues, folate deficiency, T2DM, and acanthosis, commonly linked to obesity.
11 citations
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November 2012 in “Seminars in Cutaneous Medicine and Surgery” Genetic factors affect hair loss, and molecular testing may help predict, diagnose, and treat it.
March 2024 in “Current issues in molecular biology” Personalized medicine in dermatology uses molecular biomarkers to improve diagnosis and treatment but needs further advancements for practical use.
359 citations
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September 2017 in “European Journal of Epidemiology” The Rotterdam Study updated findings on elderly health, focusing on heart disease, genetics, lifestyle effects, and disease understanding.
4 citations
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January 2025 in “Frontiers in Pharmacology” Multiomics helps understand and improve skin healing and repair.
October 2023 in “Biomedical science and engineering” Innovative methods are reducing animal testing and improving biomedical research.
December 2025 in “Pharmaceutics” Personalized skin rejuvenation using genomics shows promise but needs more research.
68 citations
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April 2014 in “Journal of Molecular Endocrinology” The document concludes that targeting the androgen receptor may be a promising breast cancer treatment, especially for certain types.
June 2025 in “British Journal of Dermatology” The new AI software predicts melanoma outcomes more accurately than traditional methods.
November 2025 in “Psychoneuroendocrinology” Hair proteomics could be a useful, non-invasive tool for identifying stress-related disorders.
September 2025 in “Current Oncology” LncRNAs may help improve brain cancer treatment and diagnosis.