Mercadal-Orfila Gabriel, López Sánchez Piedad, Pou Alonso Aranzazu, Ibarra-Barrueta Olatz, Monte-Boquet Emilio, Borrás Blasco Joaquin, Padullés Zamora Nuria, Sanmartin-Fenollera Patricia, Capilla Montes Cristina, Bernabéu Martínez M Ángeles, Herrera-Pérez Salvador
Servicio de Farmacia, Hospital Mateu Orfila, Maó, Spain.
Department of Biochemistry and Molecular Biology, Universitat de les Illes Balears, Palma, Spain.
Front Med (Lausanne). 2024 Dec 10;11:1465725. doi: 10.3389/fmed.2024.1465725. eCollection 2024.
Psoriasis is a chronic, immune-mediated inflammatory skin disease that significantly impacts patients' quality of life. The integration of telepharmacy has the potential to enhance patient care by providing flexible and personalized pharmaceutical follow-up. This study (TELEPROM Psoriasis) evaluates a telepharmacy model for evaluating electronic Patient-Reported outcomes (ePROMs) for individuals with moderate to severe plaque psoriasis in Spain with biological treatment.
This multicenter prospective quasi-experimental study included 258 adult patients initiating or switching biological/immunomodulatory therapy for moderate to severe plaque psoriasis. Patients were recruited from public hospitals in Spain and monitored through the NAVETA telepharmacy platform over a six-month period. PROMs assessed were the Psoriasis Symptoms and Signs Diary and the Dermatology Life Quality Index at baseline, 1 month, 3 months, and 6 months. Data were analyzed using ANOVA, Student's -test, multiple regression, and machine learning algorithms to evaluate ePROMs evolution and response and satisfaction with Telepharmacy follow up.
The analysis revealed significant influences of gender, employment status, educational level, and daily activity, but no effect of age, on responses to Patient-Reported Outcomes questionnaires. Machine learning models, particularly Random Forest (AUC = 0.98) and Support Vector Machine (AUC = 0.96), effectively predicted patient engagement. DLQI scores significantly decreased from 9.33 ± 7.75 at baseline to 4.34 ± 5.86 at 6 months. Similarly, the PSSD - 7 Days questionnaire showed major reductions, with scores dropping from 55.43 ± 29.94 to 30.73 ± 30.66 at 6 months, and 53% of patients reaching a score of 20 or less. Notably, women reported worse scores at all time points compared to men. Regression analysis explained only 13.2% of the variance in PROMs scores, identifying Employment Status and BMI Range as key contributors.
This study demonstrates the efficacy of biologic treatments in significantly improving HRQoL for psoriasis patients. Addressing demographic variables, such as gender, is key for optimizing treatment outcomes and improving ePROMs response rates. Tailored strategies and ML techniques can help identify low-engagement patients and mitigate disparities. Integrating sociodemographic factors into clinical decision-making and patient engagement strategies is fundamental for delivering equitable and comprehensive care.
银屑病是一种慢性、免疫介导的炎症性皮肤病,严重影响患者的生活质量。远程药学的整合有可能通过提供灵活且个性化的药学随访来改善患者护理。本研究(TELEPROM银屑病研究)评估了一种远程药学模式,用于评估西班牙中度至重度斑块状银屑病患者接受生物治疗时的电子患者报告结局(ePROMs)。
这项多中心前瞻性准实验研究纳入了258名开始或转换为中度至重度斑块状银屑病生物/免疫调节治疗的成年患者。患者从西班牙的公立医院招募,并通过NAVETA远程药学平台进行为期六个月的监测。评估的患者报告结局包括基线、1个月、3个月和6个月时的银屑病症状与体征日记以及皮肤病生活质量指数。使用方差分析、学生t检验、多元回归和机器学习算法对数据进行分析,以评估ePROMs的演变以及对远程药学随访的反应和满意度。
分析显示,性别、就业状况、教育水平和日常活动对患者报告结局问卷的回答有显著影响,但年龄无影响。机器学习模型,特别是随机森林(AUC = 0.98)和支持向量机(AUC = 0.96),有效地预测了患者参与度。皮肤病生活质量指数(DLQI)评分从基线时的9.33±7.75显著降至6个月时的4.34±5.86。同样,银屑病症状严重程度每日问卷(PSSD - 7天)显示大幅下降,6个月时评分从55.43±29.94降至30.73±30.66,53%的患者评分达到20或更低。值得注意的是,女性在所有时间点的评分均低于男性。回归分析仅解释了患者报告结局评分中13.2%的方差,确定就业状况和体重指数范围是关键因素。
本研究证明了生物治疗在显著改善银屑病患者健康相关生活质量方面的疗效。考虑人口统计学变量,如性别,是优化治疗效果和提高ePROMs反应率的关键。量身定制的策略和机器学习技术有助于识别参与度低的患者并减少差异。将社会人口学因素纳入临床决策和患者参与策略对于提供公平和全面的护理至关重要。