Teng-Li Lin’s research while affiliated with National Yang Ming Chiao Tung University and other places

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Publications (28)


Flow chart of the patient selection
Abbreviation: PsO, psoriasis; RA, rheumatoid arthritis; AS, ankylosing spondylitis; JIA, juvenile idiopathic arthritis; IBD, inflammatory bowel diseases; HS, hidradenitis suppurativa; CVDs, cardiovascular diseases; HCOs, healthcare organizations.
Cumulative incidence of any cardiovascular diseases in the BIO-cohort vs. the Non-BIO-cohort
The differences between the two study cohorts were determined by log-rank test. Abbreviation: BIO., biologic cohort; Non-BIO., non-biologic cohort.
Forest plot depicting hazard ratios for the development of cardiovascular diseases
Among patients with psoriasis, biologic treatment was found to be associated with a decreased risk of any cardiovascular diseases and almost all categories of cardiovascular diseases. Abbreviation: BIO., biologic cohort; Non-BIO., non-biologic cohort; CI, confidence interval.
Forest plot depicting hazard ratios for the development of any cardiovascular diseases stratified by biologic classes, demographics, regions of data source, and comorbidities
Patients with psoriasis prescribed only anti-TNF-α, anti-IL-17, or anti-IL-23 showed lower cardiovascular disease risks, while no significant reduction was seen with anti-IL-12/23 alone. This risk reduction remained significant across diverse demographics and comorbidities with biologic prescriptions. Abbreviation: BIO., biologic cohort; Non-BIO., non-biologic cohort; CI, confidence interval.
Demographic characteristics of study subjects after PSM *
Cardiovascular disease risk in patients with psoriasis receiving biologics targeting TNF-α, IL-12/23, IL-17, and IL-23: A population-based retrospective cohort study
  • Article
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April 2025

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15 Reads

Teng-Li Lin

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Yi-Hsuan Fan

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Kuo-Sheng Fan

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Background Psoriasis is associated with various cardiovascular diseases (CVDs). The aim of this study was to compare the risk of CVD in patients with psoriasis who were prescribed biologics or oral therapies, and to assess the association between different classes of biologics and CVD risk. Methods and Findings This retrospective cohort study utilized the TriNetX Global Collaborative Network (2014–2025). Patients with psoriasis newly prescribed biologics (BIO-cohort) and those newly initiating oral anti-psoriatic drugs without biologic exposure (Non-BIO-cohort) were enrolled. A propensity score-matched analysis was conducted, accounting for age, sex, race, comorbidities, body mass index, serum lipid profile, and inflammatory marker levels. Cardiovascular risk was compared between the BIO- and Non-BIO-cohorts using Cox regression to calculate hazard ratios (HRs) with 95% confidence intervals (CIs). After matching, each cohort comprised 12,732 patients, with approximately 50% being female, a mean age of 57 years, and 55% identifying as White. The 5-year cumulative incidence of any CVDs was significantly lower in the BIO-cohort (10.68%; 95% CI [10.03%, 11.36%]) than in the Non-BIO-cohort (16.17%; 95% CI: [15.34%, 17.05%]) (p < 0.001). The BIO-cohort had attenuated risks of any CVDs (HR 0.621; 95% CI [0.571, 0.676]), cerebrovascular diseases (HR 0.616; 95% CI [0.519, 0.731]), arrhythmias (HR 0.632; 95% CI [0.565, 0.706]), inflammatory heart diseases (HR 0.566; 95% CI [0.360, 0.891]), ischemic heart diseases (HR 0.579; 95% CI [0.465, 0.721]), heart failure (HR 0.637; 95% CI [0.521, 0.780]), non-ischemic cardiomyopathy (HR 0.654; 95% CI [0.466, 0.918]), thrombotic disorders (HR 0.570; 95% CI [0.444, 0.733]), peripheral arterial occlusive diseases (HR 0.501; 95% CI [0.383, 0.656]), and major adverse cardiac events (HR 0.697; 95% CI [0.614, 0.792]). Receiving only anti-tumor necrosis factor (TNF)-α (HR 0.886; 95% CI [0.807, 0.973]), anti-interleukin (IL)-17 (HR 0.724; 95% CI [0.599, 0.875]), or anti-IL-23 (HR 0.739; 95% CI [0.598, 0.914]) was associated with reduced risks of any CVDs, whereas no significant association was observed for only anti-IL-12/23 (HR 0.915; 95% CI [0.742, 1.128]). This risk reduction remained consistent across various subgroups, including age (≤45 or >45 years), sex (male or female), regions of research data (the United States, Europe, Middle East and Africa, and Asia-Pacific), and comorbidities (psoriatic arthritis, hypertension, diabetes, hyperlipidemia, overweight or obesity). Eight sensitivity analyses, such as extending the washout period or tightening medication definitions, validated our findings. The main limitation of our study is the observational design, which can only establish associations, not causation. Conclusions Patients with psoriasis prescribed biologics exhibited a lower risk of CVDs versus those on oral therapy. Anti-TNF-α, anti-IL-17, and anti-IL-23 were associated with decreased cardiovascular hazards, while anti-IL-12/23 was not.

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Flowchart of the whole study.
Evaluation of precision, recall, F1 score, and mAP for melanoma subtype detection across various object detection algorithms (YoloV10, Faster R-CNN, Scaled YOLOv4, and YOLOv7) using two imaging modalities: WLI and SAVE.
Comparison results of RGB and SAVE images show an increase in the confidence threshold in all four classes. (a) represents the RGB images while (b) represents the corresponding SAVE images.
Results comparison between different models.
Assessing the Efficacy of the Spectrum-Aided Vision Enhancer (SAVE) to Detect Acral Lentiginous Melanoma, Melanoma In Situ, Nodular Melanoma, and Superficial Spreading Melanoma: Part II

March 2025

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29 Reads

Background: Melanoma, a highly aggressive form of skin cancer, necessitates early detection to significantly improve survival rates. Traditional diagnostic techniques, such as white-light imaging (WLI), are effective but often struggle to differentiate between melanoma subtypes in their early stages. Methods: The emergence of the Spectrum-Aided Vison Enhancer (SAVE) offers a promising alternative by utilizing specific wavelength bands to enhance visual contrast in melanoma lesions. This technique facilitates greater differentiation between malignant and benign tissues, particularly in challenging cases. In this study, the efficacy of the SAVE is evaluated in detecting melanoma subtypes including acral lentiginous melanoma (ALM), melanoma in situ (MIS), nodular melanoma (NM), and superficial spreading melanoma (SSM) compared to WLI. Results: The findings demonstrated that the SAVE consistently outperforms WLI across various key metrics, including precision, recall, F1-scorw, and mAP, making it a more reliable tool for early melanoma detection using the four different machine learning methods YOLOv10, Faster RCNN, Scaled YOLOv4, and YOLOv7. Conclusions: The ability of the SAVE to capture subtle spectral differences offers clinicians a new avenue for improving diagnostic accuracy and patient outcomes.



Assessing the Efficacy of the Spectrum-Aided Vision Enhancer (SAVE) to Detect Acral Lentiginous Melanoma, Melanoma In Situ, Nodular Melanoma, and Superficial Spreading Melanoma

August 2024

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66 Reads

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13 Citations

Skin cancer is the predominant form of cancer worldwide, including 75% of all cancer cases. This study aims to evaluate the effectiveness of the spectrum-aided visual enhancer (SAVE) in detecting skin cancer. This paper presents the development of a novel algorithm for snapshot hyperspectral conversion, capable of converting RGB images into hyperspectral images (HSI). The integration of band selection with HSI has facilitated the identification of a set of narrow band images (NBI) from the RGB images. This study utilizes various iterations of the You Only Look Once (YOLO) machine learning (ML) framework to assess the precision, recall, and mean average precision in the detection of skin cancer. YOLO is commonly preferred in medical diagnostics due to its real-time processing speed and accuracy, which are essential for delivering effective and efficient patient care. The precision, recall, and mean average precision (mAP) of the SAVE images show a notable enhancement in comparison to the RGB images. This work has the potential to greatly enhance the efficiency of skin cancer detection, as well as improve early detection rates and diagnostic accuracy. Consequently, it may lead to a reduction in both morbidity and mortality rates.



Identification of Skin Lesions by Snapshot Hyperspectral Imaging

January 2024

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206 Reads

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10 Citations

This study pioneers the application of artificial intelligence (AI) and hyperspectral imaging (HSI) in the diagnosis of skin cancer lesions, particularly focusing on Mycosis fungoides (MF) and its differentiation from psoriasis (PsO) and atopic dermatitis (AD). By utilizing a comprehensive dataset of 1659 skin images, including cases of MF, PsO, AD, and normal skin, a novel multi-frame AI algorithm was used for computer-aided diagnosis. The automatic segmentation and classification of skin lesions were further explored using advanced techniques, such as U-Net Attention models and XGBoost algorithms, transforming images from the color space to the spectral domain. The potential of AI and HSI in dermatological diagnostics was underscored, offering a noninvasive, efficient, and accurate alternative to traditional methods. The findings are particularly crucial for early-stage invasive lesion detection in MF, showcasing the model’s robust performance in segmenting and classifying lesions and its superior predictive accuracy validated through k-fold cross-validation. The model attained its optimal performance with a k-fold cross-validation value of 7, achieving a sensitivity of 90.72%, a specificity of 96.76%, an F1-score of 90.08%, and an ROC-AUC of 0.9351. This study marks a substantial advancement in dermatological diagnostics, thereby contributing significantly to the early and precise identification of skin malignancies and inflammatory conditions.



The epidemiology of pediatric psoriasis: A nationwide cohort study in Taiwan

October 2023

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17 Reads

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2 Citations

The Journal of Dermatology

Psoriasis can affect individuals of all age groups. While the epidemiology of psoriasis in adults has been extensively studied, there is limited research specifically investigating pediatric cases. This study aimed to investigate the prevalence and incidence of skin psoriasis (PsO) and psoriatic arthritis (PsA) among pediatric patients in Taiwan. A nationwide cohort of 17 535 patients with psoriatic diseases under the age of 18 was enrolled from the National Health Insurance Research Database for the period 2000–2013, including 16 129 PsO patients and 2022 PsA patients. The age‐ and sex‐standardized prevalence and incidence of pediatric PsO and PsA were calculated. The 2007 yearly reports of age‐ and sex‐specific distribution of the general population was adopted as a standard. The results showed that between 2000 and 2013, the prevalence for pediatric PsO increased from 0.03% to 0.07%, and from 0.003% to 0.014% for pediatric PsA. During the same period, the incidence slightly decreased from 19.81 to 17.55 per 100 000 for pediatric PsO but increased from 1.02 to 5.06 per 100 000 for pediatric PsA. Adolescents (12 to <18 years) had higher prevalence and incidence rates of PsO and PsA than children (aged ≤ 12 years), with no sex difference observed in either age group. PsA preceding PsO was more common among children than adolescents (27.07% vs. 13.46%). This study provides important insights into the prevalence and incidence of psoriatic diseases in the pediatric population. Further research is needed to identify risk factors for pediatric psoriasis and to investigate its long‐term health outcomes.


Psoriatic arthritis risk in psoriasis patients prescribed acitretin versus disease-modifying antirheumatic drugs: a nationwide cohort study

September 2023

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4 Reads

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1 Citation

British Journal of Rheumatology

Objectives: To compare the risk of psoriatic arthritis (PsA) in psoriasis (PsO) patients treated with acitretin vs disease-modifying antirheumatic drugs (DMARDs). Methods: This retrospective study used Taiwan's National Health Insurance Research Database from 1997 to 2013. Adult PsO patients without PsA prescribed acitretin or DMARDs for ≥30 days within a year were assigned to the acitretin cohort or DMARDs cohort, respectively. Patients in the acitretin cohort prescribed DMARDs for >7 days, or in the DMARDs cohort prescribed acitretin for >7 days, were excluded. Cumulative incidence of PsA were determined within both cohorts using the Kaplan-Meier method. The hazard ratio (HR) comparing acitretin to DMARDs was calculated with Cox regression models, adjusting for demographic and clinical covariates including the use of non-steroidal anti-inflammatory drugs (NSAIDs) and comorbidities. Results: The study included 1,948 patients in each cohort. The 5-year cumulative incidence of PsA in the acitretin cohort was lower than that in the reference cohort (7.52% vs 9.93%; P=0.005), with a more pronounced difference in the subpopulation receiving NSAIDs treatment. However, in subpopulations without NSAIDs treatment, the 5-year cumulative incidence of PsA in the acitretin cohort was comparable to the DMARDs cohort (5.26% vs 6.98%; P = 0.106). Acitretin was not associated with PsA development in PsO (HR 0.83, 95% confidence interval 0.65-1.05). This risk remained consistent regardless of adjustments for NSAID treatment and comorbidities. Other independent risk factors for PsA included female and NSAIDs treatment. Conclusion: Compared with DMARDs, acitretin was not associated with increased PsA risk in PsO patients.


Risk of Psychiatric Disorders in Patients with Psoriasis Prescribed Acitretin versus Disease-Modifying Antirheumatic Drugs: A Nationwide Matched Cohort Study

March 2023

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29 Reads

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1 Citation

Dermatology

Background: Acitretin has been linked to the development of psychiatric disturbance. Objectives: To assess the psychiatric hazards in patients with psoriasis prescribed acitretin compared with those prescribed disease-modifying antirheumatic drugs (DMARDs). Methods: This is a nationwide matched cohort study. From Taiwan's National Health Insurance Research Database, Adult patients with psoriasis between 1997 and 2013 were screened. Patients prescribed acitretin for at least 30 days per year on average (acitretin cohort) were matched 1:2 with those prescribed DMARDs for at least 30 days per year on average (reference cohort), by means of age, gender, and psoriasis duration. Patients prescribed medication of the corresponding cohort for more than 7 days during the observation period were excluded. Cumulative incidences of psychiatric disorders in both cohorts were plotted with the Kaplan-Meier method. The modified Cox regression models were constructed to estimate hazard ratios (HRs). Results: In total, 1,152 and 2,304 patients in the acitretin and the reference cohort, respectively, were included. The 4-year cumulative incidence of overall psychiatric disorders (19.62% vs. 12.06%; p<.001), mood disorders (12.81% vs. 7.67%; p<.001), and psychosis (7.21% vs. 4.63%; p<.001) in the acitretin cohort were significantly higher than those in the reference cohort. Acitretin was independently associated with psychiatric disorders (HR 1.51, 95% confidence interval [CI] 1.23-1.85). The risk is more accentuated in the subgroups of comorbid chronic liver disease (HR 2.60, 95% CI 1.56-4.33) or psoriatic arthritis (HR 3.23, 95% CI 1.75-5.97). Other independent risk factors included insomnia, acute coronary syndrome, females, and age. Conclusions: Compared with disease-modifying antirheumatic drugs, acitretin was associated with higher hazards of psychiatric disorders among psoriasis patients.


Citations (15)


... MDLA-UNet can help pathologists automatically segment nuclear regions in microscope images and quickly obtain critical information. By setting and optimizing the evaluation indicators, and then incorporating the feedback of clinicians to further optimize the performance of the model, its usability and interpretability in real-world settings can be improved, and the quality of clinical decision-making can ultimately be improved [37]. The results of this automation are combined with the judgment of the pathologist, so as to improve the efficiency of diagnosis and assist early diagnosis in diseases such as cancer. ...

Reference:

Multiple Differential Convolution and Local-Variation Attention UNet: Nucleus Semantic Segmentation Based on Multiple Differential Convolution and Local-Variation Attention
Assessing the Efficacy of the Spectrum-Aided Vision Enhancer (SAVE) to Detect Acral Lentiginous Melanoma, Melanoma In Situ, Nodular Melanoma, and Superficial Spreading Melanoma

... Studies identifying how long to treat before drug withdrawal and in which patients benefit best, are needed. Second, an observational study assessed two cohorts each comprising of 2192 children initiated on dupilumab versus an alternative systemic agent and found that after 3 years, the atopic march progression was lower in the dupilumab cohort in comparison to the alternative systemic agent (20.09% vs 27.22%; P < 0.001) [42]. The dupilumab cohort demonstrated a significant risk reduction in atopic march progression (hazard ratio [HR] 0.68, 95% CI 0.55-0.83), ...

Reduced atopic march risk in pediatric atopic dermatitis patients prescribed dupilumab versus conventional immunomodulatory therapy: A population-based cohort study
  • Citing Article
  • June 2024

Journal of the American Academy of Dermatology

... Despite the existing diagnostic criteria being relatively mature, the clinical manifestations of some patients are atypical, which can readily result in misdiagnosis. Huang [42] were the first to establish an association between AI and hyperspectral imaging (HSI), which has the potential to identify a range of diseases, including AD, psoriasis and skin cancer. The K-fold cross-validation value was 7, the sensitivity was 90.72%, the specificity was 96.76%, and the F1 score was 90.08%. ...

Identification of Skin Lesions by Snapshot Hyperspectral Imaging

... In recent years, the exploration of phytomedicine has emerged as a promising alternative in the management of inflammatory diseases, including psoriasis (Kang et al. 2024). Phytochemicals, derived from plants, have been recognized for their therapeutic potentials due to their diverse pharmacological profiles and relatively low side effects (Lin et al. 2024). Among these, limonin, a limonoid compound found abundantly in citrus fruits, has garnered attention for its broad-spectrum pharmacological activities, including anti-inflammatory, antioxidant, and anticancer properties. ...

The epidemiology of pediatric psoriasis: A nationwide cohort study in Taiwan
  • Citing Article
  • October 2023

The Journal of Dermatology

... 9 Other studies have also reported successful use of dupilumab in patients with AD and underlying primary immunodeficiency disorders, such as X-linked agammaglobulinemia and hyper IgE syndrome. 10,11 The risk of infections with dupilumab appears to be similar to that of placebo, and there have been no reports of opportunistic infections or reactivation of latent infections. 12 Demonstrated by our patient, dupilumab can be considered as a safe and effective treatment option for patients with severe AD who are immunocompromised or have undergone solid organ transplantation. ...

Successful treatment of atopic dermatitis with dupilumab in the setting of X-linked agammaglobulinemia
  • Citing Article
  • August 2022

The Journal of Allergy and Clinical Immunology In Practice

... For example, Methner [8] determined that vaccination with a live Salmonella vaccine at the day of hatch followed by a booster at 28, 35, or 42 days of age produces a strong humoral response with a significant reduction in Salmonella load in the ceca and liver following a live S. Enteritidis challenge at 56 days of age. Bi-or tri-valent live attenuated Salmonella vaccines have been proven to effectively colonize in the gastrointestinal system of birds [9], stimulate the humoral immune system by increasing Salmonella-specific antibody production [3,10], reduce colonization of wild-type Salmonella serovars in the gut and oviduct [4,11], and decrease fecal shedding of wild-type Salmonella [12,13]. ...

Early-Life Antibiotic Exposure Associated With Varicella Occurrence and Breakthrough Infections: Evidence From Nationwide Pre-Vaccination and Post-Vaccination Cohorts

... According to their findings, infections are not associated with AR in offspring, although adjusting it did not notably affect the use of antibiotics, increasing the risk of allergic disease. However, Lin et al. 's study [54] found that both the initial infection and antibiotic use are independent risk factors for secondary atopic dermatitis in children. Thus, future research should examine whether infections and AR are related, whether the correlation could be confounded by antibiotic use, and whether antibiotics are related to these conditions. ...

Early‐life infections in association with development of atopic dermatitis in infancy and early childhood: A nationwide nested case‐control study
  • Citing Article
  • January 2022

... To date, the majority of studies have focused on children themselves receiving agents such as antibiotics, environmental exposures, or comparisons between breastfeeding and formula feeding, as well as differences in birthing methods. These exposures have the potential to increase the risk of dysbiosis in the gut microbiota, which may eventually cause dysbiosis, resulting in allergic diseases [43][44][45]. Dysbiosis in the early life of children is thought to raise the risks of developing AR according to recent research [46][47][48]. We also demonstrated a twice greater risks of AR in constipated patients through a retrospective cohort via NHIRD in 2020 [49]; and further, we were interested in determining whether this phenomenon manifested even earlier, i.e., in the in-utero phase, and to explore the possible impact of maternal health problems [50]. ...

Early-life laxative exposure and subsequent atopyAssociation between early-life laxative exposure and risk of allergic diseases: A nationwide matched cohort study
  • Citing Article
  • January 2022

Annals of Allergy Asthma & Immunology

... Crude IRs for several disease events were higher in the systemics subgroup versus the TCS/TCI only subgroup; of note, data collection occurred prior to the introduction of systemic Janus kinase (JAK) inhibitors for the treatment of AD. Our findings complement recent UK, US, and Taiwan cohortbased studies of EHR and claims data [15, 18-20, 21-25, 29, 33], which is reassuring given the inherent differences in data captured by claims (i.e., coverage decisions, resource utilization) and EHR databases (i.e., clinical decisions, practice notes, and geographic variation in coverage) [34]. Although phototherapy is not commonly prescribed for AD, we included a phototherapy subgroup in our analyses as it was recommended as a second-line treatment by relevant clinical guidelines at the time of the study [33]. ...

Fracture risks in patients with atopic dermatitis: A nationwide matched cohort study
  • Citing Article
  • September 2021

Annals of Allergy Asthma & Immunology

... Bu nedenle çalışmamızın sonuçlarının, DLE hastalarının takibinde yol gösterici olacağını düşünmekteyiz. destek ve çıkar ilişkisi Çalışmayı maddi olarak destekleyen kişi/kuruluş yoktur ve yazarların herhangi bir çıkar dayalı ilişkisi yoktur Kaynaklar Tablo 2. Literatürle karşılaştırmalı olarak, çalışmamızda SLE'ye ilerleyen hastaların klinik ve laboratuvar özellikleri DLE'den SLE'ye ilerleyen hastaların klinik ve laboratuvar özellikleri ve literatür[2,9,17] Trombositopeni, -Artmış anti-Smith antikoru -Periungual tutulum -Artmış anti-çift sarmalı DNA antikoru -Artralji (p:0,026) -Artmış sedimentasyon hızı (p:0,025) -Artmış ANA düzeyi (p:0,024) -Benekli tarzda ANA -Anti SS-A pozitifliği (p:0,000) -SLE dışı otoimmun hastalık öyküsü (p:0,021) ...

Long-Term Risk of Autoimmune Diseases other than Systemic Lupus Erythematosus in Cutaneous Lupus Erythematosus-Alone Patients: A 10-Year Nationwide Cohort Study
  • Citing Article
  • June 2021

Dermatology