Using Artificial Intelligence to Analyze Publicly Available Social Media Posts to Understand Patient Perspectives Toward Specific Treatments of Alopecia Areata

    September 2022 in “ JAAD international
    Jeremy Jueng, Vishnu Bhupalam, Ashley Su, Léonie Dupuis, Caridad Infante, Shazmeen Shaikh, Robert P. Dellavalle, Ian M. Brooks, Vernon Burton, Jon Solomon
    Image of study
    TLDR Patients generally feel positive about alopecia areata treatments, but emotions vary by treatment type.
    The study analyzed 102,444 social media posts to understand patient perspectives on alopecia areata (AA) treatments using artificial intelligence. Treatments included minoxidil, dexamethasone, prednisone, triamcinolone, biotin, essential oils, JAK inhibitors, and wigs/hairpieces. Most treatments, except dexamethasone, had over 75% positive Patient Global Impression of Change (PGIC) scores, indicating perceived improvement. However, many posts with positive PGIC scores also had negative underlying emotions, especially for minoxidil, JAK inhibitors, and prednisone. The study highlights the importance of considering patient-reported outcomes and emotional responses in treatment plans to improve patient satisfaction and care. Limitations include potential biases from self-identified patients and the variability of "essential oils" ingredients.
    Discuss this study in the Community →

    Research cited in this study

    2 / 2 results

    Related Community Posts Join

    6 / 1000+ results

      community 6th Month Checkpoint! There is progress (I think?)

      in Progress Pictures  29 upvotes 2 months ago
      The conversation discusses a user's six-month progress in treating hereditary hair loss using a regimen that includes minoxidil, finasteride, dutasteride, and other medications. Opinions vary on the effectiveness and logic of the treatment, with some users suggesting additional methods like microneedling.

      community New and Interesting HairLoss Studies/Papers/Reviews

      in Treatment  41 upvotes 5 years ago
      Hair loss treatments discussed include Dutasteride with Ketoconazole, tissue engineering strategies, and androgenetic alopecia therapies. Massage doubles follicular retention, improving treatment effectiveness.
      [object Object]

      community [20M] Hair Regrowth with Minoxidil ONLY- Need Opinions

      in Minoxidil  244 upvotes 3 days ago
      A 20-year-old is using minoxidil for hair regrowth and considering finasteride despite concerns about side effects. Many suggest adding finasteride to maintain gains, with recommendations to start with a low dose or use a topical form to minimize side effects.

      community Warning: Minoxidil usage around pets

      in Minoxidil  454 upvotes 1 week ago
      Minoxidil is highly toxic to pets, especially cats and dogs, even in small amounts. Many users have switched to oral minoxidil to prevent accidental exposure to their pets.

      community Minoxidil has stopped working for me

      in Minoxidil  7 upvotes 1 week ago
      Minoxidil alone is not enough for long-term hair growth without a DHT blocker like finasteride or dutasteride. Users suggest trying lower doses of finasteride or switching to dutasteride to manage side effects and improve results.

    Related Research

    1 / 1 results