Prediction of Therapeutic Outcomes of Female Pattern Hair Loss Patients Based on Clinical Features with Application of Artificial Intelligence

December 2020 in “ Journal of The American Academy of Dermatology ”

Hsiaohan Tuan, Limin Yu, Lu Yin, Kristen Lo Sicco, Jerry Shapiro

female pattern hair loss FPHL hair density hair caliber machine learning XGBoost CatBoost

TLDR Artificial intelligence can accurately predict hair growth and treatment results in female pattern hair loss patients, with age of onset and duration being key factors.

This study developed machine learning models to predict therapeutic outcomes in female pattern hair loss (FPHL) patients. The researchers collected data from 591 FPHL patients and used XGBoost and CatBoost algorithms to train the models. The models accurately predicted changes in hair density and hair caliber at different follow-up times. The age of onset and FPHL duration were found to be the most influential factors in the prediction models. This study highlights the potential of machine learning in predicting hair growth and tailoring treatment for FPHL patients.

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Research cited in this study

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Autologous Cell-Based Therapy for Male and Female Pattern Hair Loss Using Dermal Sheath Cup Cells: A Randomized Placebo-Controlled Double-Blinded Dose-Finding Clinical Study

research Autologous Cell-Based Therapy for Male and Female Pattern Hair Loss Using Dermal Sheath Cup Cells: A Randomized Placebo-Controlled Double-Blinded Dose-Finding Clinical Study

22 citations, March 2020 in “Journal of The American Academy of Dermatology”

DSC cell injections significantly improved hair density and diameter, showing potential as a hair loss treatment.

research Clinical Efficacy of Oral Administration of Finasteride at a Dose of 2.5 mg/Day in Women with Female Pattern Hair Loss

13 citations, February 2018 in “Dermatologic Therapy”

Finasteride 2.5 mg/day can effectively treat female hair loss.

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6 / 1000+ results

community Diffuse hair loss and scalp biopsies

in Research 692 upvotes 4 months ago

Scalp biopsies are crucial for diagnosing hair loss conditions like Diffuse Unpatterned Alopecia (DUPA) and retrograde hair loss, as treatments like finasteride and dutasteride may not be effective if other conditions are present. Combining PPAR-GAMMA agonists with retinoids could improve treatments for conditions like Lichen Planopilaris.

community Female, 27 years old, shedding/ balding despite being on what is considered to be a effective treatment plan for AGA. Considering Dut (oral) . Please help.

in Finasteride/Dutasteride 27 upvotes 2 months ago

A 27-year-old woman with androgenic alopecia is losing hair despite using oral minoxidil and spironolactone, and is considering dutasteride. She is exploring causes like stress and medication side effects, planning tests, and considering treatment changes.

community I am a dermatologist with a clinical interest in alopecia. AMA

in Will treatment work for me? 2 years ago

In this conversation, 4990 discussed various treatments for hair loss, including oral minoxidil, PRP, transplan, Jak inhibitors, Dutasteride, Finasteride, Olumiant, Ketoconazole, RU58841, microneedling, baricitinib, and CCCA. They recommended scalp biopsies in unclear cases of DUPA, twice weekly to twice daily shampooing for topical minoxidil users, and two sessions spaced one month apart with follow up at month three to determine the effectiveness of PRP treatment.

community Diagnosed with female pattern hair loss as a male with recent aggressive loss. Preemptively mourning the only part of myself I’ve ever come close to loving. Lost all motivation to do anything with my life.

in Progress Pictures 271 upvotes 1 year ago

The conclusion of the conversation is that the user should consider using treatments such as finasteride, minoxidil, and RU58841 to potentially reverse their hair loss. Other suggestions include using hair loss concealers and maintaining a healthy diet.

community Spironolactone Update

in Female 11 upvotes 7 years ago

A woman's experience with Spironolactone as treatment for female pattern hair loss, including the effects of increasing dosage and her doctor's recommendation to try finasteride if no results are seen after 6 months. Other users have also shared their experiences with using finasteride for this condition.

community An updated, simple guide to the most effective hair loss treatments

193 upvotes 5 years ago

Effective treatments for hair loss, including Dutasteride, Finasteride, Minoxidil, Dermarolling, LLLT, PRP, Ketoconazole, and Scalp Massage. In addition, anti-inflammatory diets and stress management are recommended to maintain or regrow hair.

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