Response predictor for pigment reduction after one session of photo-based therapy using convolutional neural network: A proof of concept study.

BACKGROUND: Identifying treatment responders after a single session of photo-based procedure for hyperpigmentary disorders may be difficult. OBJECTIVES: We aim to train a convolutional neural network (CNN) to test the hypothesis that there exist discernible features in pretreatment photographs for identifying favorable responses after photo-based treatments for facial hyperpigmentation and develop a clinically applicable algorithm to predict treatment outcome. METHODS: Two hundred and sixty-four sets of pretreatment photographs of subjects receiving photo-based treatment for esthetic enhancement were obtained using the VISIA® skin analysis system. Preprocessing was done by masking the facial features of the photographs. Each set of photographs consists of five types of images. Five independently trained CNNs based on the Resnet50 backbone were developed based on these images and the results of these CNNs were combined to obtain the final result. RESULTS: The developed CNN algorithm has a prediction accuracy approaching 78.5% with area under the receiver operating characteristic curve being 0.839. CONCLUSION: The treatment efficacy of photo-based therapies on facial skin pigmentation can be predicted based on pretreatment images.

The impact of the COVID-19 surge on phototherapy in Taiwan: Focusing on the patient profile, adherence, and attitude before and after the surge.

BACKGROUND: Coronavirus disease 2019 (COVID-19) pandemic has caused changes in the medical practice. However, it is unclear whether the patients receiving phototherapy for their dermatoses have been affected. OBJECTIVES: This study aimed to identify the impact of the COVID-19 pandemic on phototherapy, focusing on the patient profile, adherence, and attitude before and after the surge. METHODS: The study encompassed the time 5 months prior to and after the surge of the COVID-19 pandemic (from May to July, 2021), resulting in the temporary closure of our phototherapeutic unit. RESULTS: Nine hundred eighty-one patients received phototherapy during this period. Vitiligo, psoriasis (Ps), and atopic dermatitis (AD) represented the groups with the highest patient numbers. For vitiligo, Ps and AD, 39.6%, 41.9%, and 28.4% of the patients resumed phototherapy after the pandemic-related shutdown (PRS). No significant difference was noted in age, gender, and number of weekly sessions between those who resumed or stopped phototherapy after PRS among three groups. Patients who resumed phototherapy after PRS tended to receive more weekly sessions of phototherapy than those who initiated after PRS. Additionally, patients who resumed phototherapy showed no significant difference in the number of weekly sessions before and after PRS. CONCLUSIONS: This study reveals a significant impact of the COVID-19 pandemic on patients undergoing phototherapy. Although the patient number remained similar before and after PRS, a significant portion of patients discontinued phototherapy after PRS. New strategies and continued education are needed to improve patient management in times of pandemic.

The Epidermal Keratinocyte as a Therapeutic Target for Management of Diabetic Wounds.

Diabetes mellitus (DM) is an important cause of chronic wounds and non-traumatic amputation. The prevalence and number of cases of diabetic mellitus are increasing worldwide. Keratinocytes, the outermost layer of the epidermis, play an important role in wound healing. A high glucose environment may disrupt the physiologic functions of keratinocytes, resulting in prolonged inflammation, impaired proliferation, and the migration of keratinocytes and impaired angiogenesis. This review provides an overview of keratinocyte dysfunctions in a high glucose environment. Effective and safe therapeutic approaches for promoting diabetic wound healing can be developed if molecular mechanisms responsible for keratinocyte dysfunction in high glucose environments are elucidated.

Investigation of the keratinocyte transcriptome altered in high-glucose environment: An in-vitro model system for precision medicine.

BACKGROUND: Impaired wound healing is a serious diabetes complication compromising patients' quality of life. However, the pathogenesis of diabetic wounds (DWs) remains incompletely understood. Human epidermal keratinocyte (HEK) is the sentinel cell that initiates healing processes after the epidermal integrity has been disrupted. OBJECTIVE: This study aimed to investigate the functional roles of HEKs in wound healing and to identify candidate genes, signaling pathways and molecular signatures contributing to the DWs. METHODS: HEKs were cultured in normal or high-glucose environment, followed by scratch, to mimic the microenvironment of normal wounds and DWs. Subsequently, we performed RNA sequencing and systematically analyzed the expression profiles by bioinformatics approaches. RESULTS: High-glucose environment altered the keratinocyte transcriptome responses to wounding. In experimental model of DWs, we found that TNF, CYP24A1, NR4A3 and GGT1 were key overexpressed genes in keratinocytes and were implicated in multiple cellular responses. Further analysis showed that wounding in high-glucose environment activated G-protein-coupled receptor (GPCR) signaling, cAMP response element-binding protein (CREB) signaling, and adrenomedullin signaling in keratinocytes, while dysregulated skin development and immune responses as compared to their counterpart in normal glucose settings. CONCLUSION: This simplified in-vitro model serves as a valuable tool to gain insights into the molecular basis of DWs and to facilitate establishment of personalized therapies in clinical practice.

Impact of Vitiligo on Life Quality of Patients: Assessment of Currently Available Tools.

BACKGROUND: How different tools for evaluating health-related quality of life (QoL) reflect the burden of vitiligo has rarely been compared. In this study, we aim to evaluate the impact of vitiligo on QoL using currently available tools. METHODS: A single-center, cross-sectional study of vitiligo patients was performed. QoL was evaluated using the dermatology life quality index (DLQI), short form-36 (SF-36), and willingness to pay (WTP). As the original DLQI cutoff score (>10) indicating aginificantly impated QoL was found to underestimate QoL, receiver operating characteristic (ROC) curve was use to determine a new cutoff point discriminating vitiligo patients with positive mental stress (SF-36 mental health ≤ 52). RESULTS: Of the 143 patients enrolled, 24.5% were identified having significant mental stress by SF-36 mental health domain score ≤ 52 while there were only 13.3% patients with significantly hampered QoL indicated by DLQI >10. Using ROC analysis, DLQI ≥ 7 was found to be a more appropriate DLQI cutoff value for identifying mental stress in vitiligo patients. Additionally, the median WTP for treating vitiligo was comparable to other inflammatory skin diseases. CONCLUSIONS: There exist discrepancies in the outcomes identifying significant disease burden of vitiligo using DLQI and SF-36, making the current DLQI cutoff score (>10) for identifying significantly affected QoL inappropriate for these patients.

Impacts of skin disorders associated with facial discoloration on quality of life: Novel insights explaining discordance between life quality scores and willingness to pay.

BACKGROUND: How diseases associated with skin discoloration affect the quality of life (QoL) has rarely been examined. In this study, we directly compared the QoL and willingness to pay (WTP) among patients with skin disorders associated with facial discoloration. METHODS: A single-center, cross-sectional study consisting of patients seeking treatment for facial discoloration was performed. All patients completed the dermatology life quality index (DLQI) and the short form 36 (SF-36) health survey questionnaires. Additionally, information regarding monthly income and the WTP for a complete cure of the affected condition was obtained. RESULTS: Patients with melasma (58), lentigo (56), postinflammatory hyperpigmentation (5), vitiligo (51), acne-induced erythema (10), and rosacea (31) were enrolled. Vitiligo, acne-induced erythema, and rosacea patients reported significantly worse QoL compared to lentigines or melasma patients as evaluated by DLQI. Using SF-36, rosacea patients were affected mentally the most as they reported the worst mental component scores, and the scores were significantly worse than that of melasma patients (rosacea vs. melisma = 46.5 vs. 52.7, p = 0.007). Vitiligo patients had the worst general health scores. Although there were no differences in the WTP among different diseases, the vitiligo group had the highest percentage of patients willing to pay more than 40% of their monthly income for a complete cure. CONCLUSIONS: The impact on QoL is different among skin diseases associated with facial discoloration. Only vitiligo patients reported worse general health as compared to the general population, explaining the discordance between life quality scores and WTP in these patients.

The effects of UVB irradiance on aberrant epidermal proliferation: Novel insights on how to improve currently available sunscreens.

AIMS: Sunscreen use, which prolonged the time required to develop sunburn by reducing the irradiance (mW/cm2) of the UVB radiation, is thought to protect the skin from developing cancers. Recently, in addition to fluence (mJ/cm2), irradiance of the UVB radiation was demonstrated to play an important role leading to photocarcinogenesis of the skin. After equivalent fluence of UVB exposure, enhanced aberrant keratinocyte proliferation contributes significantly to the photocarcinogenic capacity of low irradiance (LI) UVB as compared to its high irradiance (HI) UVB counterpart. However, the mechanism involved remains unclear. MAIN METHODS: Relevant cell and animal models were employed to investigate the effects of equivalent UVB fluence administered at HI or LI on keratinocyte proliferation. Additionally, the mechanisms involved were also explored. KEY FINDINGS: We found that at equivalent fluence, LIUVB induces significantly higher reactive oxidative species (ROS) production, cell proliferation, as well as phosphorylated AKT (pAKT) expression in both cell and animal models as compare to its HIUVB counterpart. Pretreating cultured keratinocytes with antioxidant or AKT inhibitor significantly reduced the UVB-induced ROS, cell proliferation, and pAKT expression. Additionally, these pretreatments abrogate the difference between the LI and HIUVB treated keratinocytes. Similar findings were noted using animal model treated with AKT inhibitor. SIGNIFICANCE: In summary, at equivalent fluence, LIUVB induces significantly more aberrant epidermal proliferation via enhanced ROS and pAKT signaling. Reducing UVB-induced AKT phosphorylation presents a novel strategy to improve the protective capacity of the currently available sunscreens.

Low-dose tofacitinib with 308-nm excimer therapy successfully induced repigmentation in patients with refractory vitiligo.

Combining low-dose tofacitinib with 308-nm excimer may be an effective treatment for patients with nonsegmental vitiligo who were refractory to conventional therapies.