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Cover Image: Volume 57 Issue 6 封面图片:第57卷第6期
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-07-10 DOI: 10.1002/lsm.70047
Soha Yousuf, Mohamed Irfan Karukappadath, Azhar Zam

Cover micrograph: The cover image is based on the article Differentiation of Healthy Ex Vivo Bovine Tissues Using Raman Spectroscopy and Interpretable Machine Learning by Soha Yousuf et al., https://doi.org/10.1002/lsm.70031.

封面显微照片:封面图像基于Soha Yousuf et al., https://doi.org/10.1002/lsm.70031的文章《用拉曼光谱和可解释机器学习分化健康的离体牛组织》。
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引用次数: 0
Antimicrobial Photodynamic Therapy in Diabetic Amputation Ulcers: Case Series Evaluating Wound Healing Quality 抗菌光动力治疗糖尿病截肢溃疡:评估伤口愈合质量的病例系列。
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-06-22 DOI: 10.1002/lsm.70037
Priscilla Farias Chagas, Thais Barbosa dos Santos, Gesiane dos Santos Trivino, Sandra Kalil Bussadori, Cinthya Cosme Gutierrez Duran, Kristianne Porta Santos Fernandes, Rebeca Boltes Cecatto, Anna Carolina Ratto Tempestini Horliana, Raquel Agnelli Mesquita-Ferrari

Introduction

Diabetic foot ulcers affect approximately 15% of individuals with diabetes, compromising their quality of life and placing an additional burden on the public health system.

Objectives

This study aims to evaluate the effects of the antimicrobial photodynamic therapy (aPDT) in tissue repair through the analysis of two case studies involving individuals with diabetes-related foot lesions.

Methods

aPDT was performed using 1% methylene blue, a cluster of four red lasers (660 nm) with an average radiant power of 100 mW, and radiant energy per emitter of 6 J. The exposure time was 1 min, resulting in a total radiant energy per session of 24 J. Patients were evaluated on sessions 1, 3, 5, 10, and 30 days after the completion of treatment.

Results

Using the Bates-Jensen Wound Assessment Tool (BWAT) scale as a tool to assess wound progression, Patient 1 had an initial score of 37 points, which reduced to 24 points by the end of treatment, resulting in a decrease of 13 points on the scale. Patient 2 started with 36 points and finished with 14 points, achieving complete healing.

Conclusions

Treatment led to improved wound quality, evidenced by a reduction in BWAT scores, a 74.9% decrease in wound area in patient 1 with consistent healing progress, and complete wound closure in patient 2. Although limited by its case-series design, this study contributes preliminary clinical evidence suggesting the potential benefits of antimicrobial photodynamic therapy (aPDT) in the management of diabetic foot ulcers and highlights the need for larger, controlled trials to validate its efficacy. In conclusion, aPDT was effective across all evaluated outcomes in these two reported cases.

Trial Registration

NCT06416462 (initial release: 09/23).

导言:糖尿病足溃疡影响约15%的糖尿病患者,影响他们的生活质量,并给公共卫生系统带来额外负担。目的:本研究旨在通过分析两例糖尿病相关足部病变患者的病例研究,评估抗菌光动力疗法(aPDT)在组织修复中的作用。方法:采用1%亚甲基蓝,4束660 nm的红色激光,平均辐射功率为100 mW,每个发射器的辐射能为6 J,进行aPDT。照射时间为1分钟,每次总辐射能为24焦。在治疗结束后的第1、3、5、10和30天对患者进行评估。结果:使用Bates-Jensen伤口评估工具(BWAT)量表作为评估伤口进展的工具,患者1的初始得分为37分,治疗结束时降至24分,导致量表下降13分。患者2开始为36分,结束为14分,完全愈合。结论:治疗改善了创面质量,BWAT评分降低,患者1创面面积减少74.9%,愈合进展一致,患者2创面完全闭合。尽管受到病例系列设计的限制,本研究提供了初步的临床证据,表明抗菌光动力疗法(aPDT)在糖尿病足溃疡治疗中的潜在益处,并强调需要更大规模的对照试验来验证其疗效。总之,在这两例报告的病例中,aPDT在所有评估结果中都是有效的。试验注册:NCT06416462(最初发布:09/23)。
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引用次数: 0
Effect of Intense Pulsed Light Combined With 3% Tranexamic Acid for Facial Erythema Associated With Acne Vulgaris and Rosacea 强脉冲光联合3%氨甲环酸治疗寻常性痤疮和酒渣鼻面部红斑的疗效。
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-06-15 DOI: 10.1002/lsm.70029
Xueping Liu, Xiaoyi Qi, Yufeng He, Linmei Xiang, Aoxue Wang

Background

Current treatment options for facial erythema associated with acne and rosacea include oral and topical treatments. Physical modalities are also commonly used recently. Combination therapy usually works better than a single therapy. There are few studies on the therapeutic effect of IPL combined with TXA on facial erythema.

Objective

To study the efficacy of intense pulsed light combined with 3% tranexamic acid in the treatment of facial erythema associated with acne and rosacea.

Methods

A total of 56 patients were included in the study. They were randomly divided into the observation group and the control group, with 28 cases in each group. The observation group was treated with intense pulsed light combined with 3% tranexamic acid for external use, while the control group was treated with intense pulsed light only. The clinical efficacy, erythema degree, and skin disease quality of life index score before and after treatment were observed in the two groups, and the results were compared.

Results

After treatment, both groups showed improvement; the observation group exhibited a significantly higher overall effective rate than the control group (p < 0.05). The scores of erythema index and skin quality of life index in the observation group were lower than those in the control group, and the differences were statistically significant (p < 0.05). There were no obvious adverse reactions in both groups.

Conclusion

Intense pulsed light combined with 3% tranexamic acid can effectively improve the degree of acne and rosacea erythema without serious adverse effects.

背景:目前与痤疮和酒渣鼻相关的面部红斑的治疗方案包括口服和局部治疗。最近,物理疗法也被广泛使用。联合疗法通常比单一疗法效果更好。IPL联合TXA治疗面部红斑的疗效研究较少。目的:探讨强脉冲光联合3%氨甲环酸治疗面部红斑合并痤疮、酒渣鼻的疗效。方法:共纳入56例患者。随机分为观察组和对照组,每组28例。观察组采用强脉冲光联合3%氨甲环酸外用治疗,对照组仅采用强脉冲光治疗。观察两组患者治疗前后的临床疗效、红斑程度、皮肤病生活质量指数评分,并进行比较。结果:两组治疗后均有改善;结论:强脉冲光联合3%氨甲环酸可有效改善痤疮、酒渣鼻红斑程度,且无严重不良反应。
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引用次数: 0
Consensus Statement on the Prevention and Management of Complications of Fully Ablative Laser Resurfacing of the Face 全烧蚀性激光面部置换并发症预防与处理的共识声明。
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-06-11 DOI: 10.1002/lsm.70035
Bianca Y. Kang, Joel L. Cohen, Roy Geronemus, Suzanne L. Kilmer, Edward Victor Ross, Elizabeth L. Tanzi, Jill S. Waibel, Brian J. F. Wong, Murad Alam, Macrene Alexiades, Kenneth A. Arndt, Mathew Avram, Ashish C. Bhatia, Brian Stuart Biesman, Jason D. Bloom, A Jay Burns, Henry H. L. Chan, Catherine M. DiGiorgio, Jeffrey S. Dover, Sam Fathizadeh, Sara C. Esteves, Michael H. Gold, Gerald N. Goldberg, Merete Haedersdal, Elika Hoss, Omar A. Ibrahimi, H. Ray Jalian, Kristen M. Kelly, Woraphong Manuskiatti, Lisa A. Marks, Girish S. Munavalli, Jason N. Pozner, Chris W. Robb, Anthony M. Rossi, Nazanin Saedi, Peter R. Shumaker, Kelly Stankiewicz, Molly Wanner, Douglas C. Wu, Adam J. Wulkan, Arisa Ortiz

Objectives

To achieve consensus among expert laser surgeons on standards for the prevention and management of adverse events from fully ablative laser resurfacing of the face.

Materials and Methods

Delphi study with two rounds of ratings and revisions until consensus was achieved. The draft set of statements was developed by a steering committee based on expert clinical experience. This was followed by two rounds of rating and revisions completed by an expert panel, then a virtual consensus meeting. In both rounds, respondents rated the draft statements on a 9-point Likert scale (1 = strongly disagree; 9 = strongly agree) and optionally provided comments. The consensus meeting was supplemented by the results of a systematic review of the literature (from 2000 to 2023).

Results

Two rounds of Delphi survey were completed by 34 participants across four countries. Represented specialties were dermatology, facial plastic surgery, plastic surgery, and oculoplastic surgery. The initial 105 statements from round 1 expanded to 112 in round 2, with 96 statements achieving consensus. These included possible adverse events (11 statements); absolute and relative contraindications to treatment (5 statements); preoperative care and antimicrobial prophylaxis precautions (16 statements); intraoperative precautions (17 statements); postoperative care (21 statements); monitoring for and management of infection (16 statements); management of pigmentation changes (6 statements); and management of scarring and incipient scarring (4 statements).

Conclusion

An international consensus statement was developed for the prevention and management of complications associated with fully ablative laser resurfacing of the face. While expert practices vary, key factors for optimizing outcomes include careful patient selection, counseling, and meticulous pre- and postoperative care. Further research will improve our understanding of this treatment technique.

目的:在激光外科专家之间就预防和处理全烧蚀激光面部置换不良事件的标准达成共识。材料和方法:德尔菲研究与两轮评级和修订,直到达成共识。这套声明草案是由一个指导委员会根据专家临床经验制定的。随后是由专家小组完成的两轮评级和修订,然后是虚拟的共识会议。在这两轮中,受访者都以9分的李克特量表(1 =强烈不同意;9 =强烈同意)和选择性提供评论。对文献(从2000年到2023年)的系统回顾结果补充了共识会议。结果:来自四个国家的34名参与者完成了两轮德尔菲调查。代表的专业有皮肤病学、面部整形外科、整形外科和眼部整形外科。第一轮的105份声明扩大到第二轮的112份,其中96份声明达成了共识。这些包括可能的不良事件(11例);治疗的绝对和相对禁忌症(5项);术前护理和抗菌预防措施(16份声明);术中注意事项(17例);术后护理(21例);监测和管理感染(16份声明);色素沉着变化管理(6例);以及疤痕和早期疤痕的处理(4例)。结论:为预防和处理与全烧蚀激光面部置换相关的并发症制定了一项国际共识声明。虽然专家实践各不相同,但优化结果的关键因素包括仔细的患者选择,咨询和细致的术前和术后护理。进一步的研究将提高我们对这种治疗技术的理解。
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引用次数: 0
Cover Image: Volume 57 Issue 5 封面图片:第57卷第5期
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-06-11 DOI: 10.1002/lsm.70040
Huimiao Tang, Yue Li, Xi Xiang, Wenxin Li, Hao Wang, Michael R. Hamblin, Xiang Wen

Cover micrograph: The cover image is based on the article Micro-Focused Ultrasound Technology for Remodeling of Skin Tissue Architecture in an Animal Model by Huimiao Tang et al., https://doi.org/10.1002/lsm.70025.

封面显微图:封面图片来源于唐慧淼等人https://doi.org/10.1002/lsm.70025的文章《微聚焦超声技术重塑动物模型皮肤组织结构》。
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引用次数: 0
Microneedle Radiofrequency Induces Extracellular Matrix Remodeling Through Fibroblast Activation: A Histological Study in a Porcine Model 微针射频通过成纤维细胞激活诱导细胞外基质重塑:猪模型的组织学研究。
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-05-30 DOI: 10.1002/lsm.70033
Yidan Xu, Yi Zhang, Hao Wang, Huimiao Tang, Wanxin Zeng, Xiang Wen
<div> <section> <h3> Objectives</h3> <p>Microneedle radiofrequency (MRF) is a promising skin rejuvenation treatment. However, the mechanisms underlying its effects on extracellular matrix (ECM) remodeling remain unclear. This study aimed to investigate the immediate histological effects of MRF under varying settings, its short-term impact on collagen and elastin synthesis, and the roles of fibroblasts and adipose-derived stem cells (ADSCs).</p> </section> <section> <h3> Materials and Methods</h3> <p>Porcine abdominal skin was treated with an MRF device containing 49 insulated microneedles using varying energy parameters (8–12 W; 100–300 ms). Immediate histological responses to treatment were evaluated through hematoxylin and eosin (H&E) staining. Short-term changes in collagen and elastin synthesis at Days 7 and 28 posttreatment were assessed via picrosirius red and Victoria blue staining. Additionally, expression and distribution of ECM remodeling-related proteins (MMPs, TGF-β, EGF, Ki67) and ADSCs were analyzed by multiplex immunohistochemistry (mIHC) and western blot analysis.</p> </section> <section> <h3> Results</h3> <p>H&E staining revealed thermal coagulation zones in the dermis immediately after MRF treatment, with zone size increasing with higher power and longer pulse durations (<i>p</i> < 0.05). By Day 28, Collagen I and III densities and organization significantly improved, with the Collagen I/III ratio rising to 7.05 ± 1.21 in the treatment area (<i>p</i> < 0.01) and 3.90 ± 0.37 in the surrounding dermis (<i>p</i> < 0.001). Elastic fibers also showed increased density. mIHC staining demonstrated significant upregulation of MMP-1, MMP-3, and MMP-13 expression in treated and surrounding dermal regions by Day 7 (<i>p</i> < 0.01); however, by Day 28, MMP-1, MMP-9, and MMP-13 expression significantly decreased (<i>p</i> < 0.05), whereas MMP-3 remained elevated. Furthermore, expression levels of TGF-β, EGF, and Ki67 significantly increased by Day 28 (<i>p</i> < 0.05). mIHC analysis of the fibroblast marker FSP-1 coexpression, along with Western blot analysis of Collagen I, Collagen III, MMP-1, MMP-3, TGF-β, and EGF, revealed similar trends. Notably, significant expression of ADSC markers was detected at Day 7 posttreatment (<i>p</i> < 0.01).</p> </section> <section> <h3> Conclusions</h3> <p>MRF predominantly promotes the synthesis of Collagen I and Collagen III, increasing the Collagen I/III ratio, and regulates the expression of MMP-1, MMP-3, MMP-9, TGF-β, and EGF. These factors collectively drive fibroblast activation, migration, and ECM remodeling. These changes are indicative of the potentia
目的:微针射频(MRF)是一种很有前途的皮肤再生治疗方法。然而,其影响细胞外基质(ECM)重塑的机制尚不清楚。本研究旨在探讨MRF在不同环境下的直接组织学效应,其对胶原和弹性蛋白合成的短期影响,以及成纤维细胞和脂肪源性干细胞(ADSCs)的作用。材料和方法:用含有49根不同能量参数的绝缘微针(8-12 W;100 - 300 ms)。通过苏木精和伊红(H&E)染色评估治疗后的即时组织学反应。通过小天狼星红和维多利亚蓝染色评估治疗后第7天和第28天胶原蛋白和弹性蛋白合成的短期变化。此外,采用多重免疫组化(mIHC)和western blot分析ECM重塑相关蛋白(MMPs、TGF-β、EGF、Ki67)和ADSCs的表达和分布。结果:H&E染色显示,MRF治疗后真皮立即出现热凝区,且随着功率和脉冲时间的增加,热凝区大小增大(p)。结论:MRF主要促进I型胶原和III型胶原的合成,增加I/III型胶原的比值,调节MMP-1、MMP-3、MMP-9、TGF-β和EGF的表达。这些因素共同驱动成纤维细胞活化、迁移和ECM重塑。这些变化表明了核磁共振成像支持皮肤再生和年轻化的潜力。初步研究结果表明,ADSCs可能有助于这些再生过程。
{"title":"Microneedle Radiofrequency Induces Extracellular Matrix Remodeling Through Fibroblast Activation: A Histological Study in a Porcine Model","authors":"Yidan Xu,&nbsp;Yi Zhang,&nbsp;Hao Wang,&nbsp;Huimiao Tang,&nbsp;Wanxin Zeng,&nbsp;Xiang Wen","doi":"10.1002/lsm.70033","DOIUrl":"10.1002/lsm.70033","url":null,"abstract":"&lt;div&gt;\u0000 \u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Objectives&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Microneedle radiofrequency (MRF) is a promising skin rejuvenation treatment. However, the mechanisms underlying its effects on extracellular matrix (ECM) remodeling remain unclear. This study aimed to investigate the immediate histological effects of MRF under varying settings, its short-term impact on collagen and elastin synthesis, and the roles of fibroblasts and adipose-derived stem cells (ADSCs).&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Materials and Methods&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;Porcine abdominal skin was treated with an MRF device containing 49 insulated microneedles using varying energy parameters (8–12 W; 100–300 ms). Immediate histological responses to treatment were evaluated through hematoxylin and eosin (H&amp;E) staining. Short-term changes in collagen and elastin synthesis at Days 7 and 28 posttreatment were assessed via picrosirius red and Victoria blue staining. Additionally, expression and distribution of ECM remodeling-related proteins (MMPs, TGF-β, EGF, Ki67) and ADSCs were analyzed by multiplex immunohistochemistry (mIHC) and western blot analysis.&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Results&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;H&amp;E staining revealed thermal coagulation zones in the dermis immediately after MRF treatment, with zone size increasing with higher power and longer pulse durations (&lt;i&gt;p&lt;/i&gt; &lt; 0.05). By Day 28, Collagen I and III densities and organization significantly improved, with the Collagen I/III ratio rising to 7.05 ± 1.21 in the treatment area (&lt;i&gt;p&lt;/i&gt; &lt; 0.01) and 3.90 ± 0.37 in the surrounding dermis (&lt;i&gt;p&lt;/i&gt; &lt; 0.001). Elastic fibers also showed increased density. mIHC staining demonstrated significant upregulation of MMP-1, MMP-3, and MMP-13 expression in treated and surrounding dermal regions by Day 7 (&lt;i&gt;p&lt;/i&gt; &lt; 0.01); however, by Day 28, MMP-1, MMP-9, and MMP-13 expression significantly decreased (&lt;i&gt;p&lt;/i&gt; &lt; 0.05), whereas MMP-3 remained elevated. Furthermore, expression levels of TGF-β, EGF, and Ki67 significantly increased by Day 28 (&lt;i&gt;p&lt;/i&gt; &lt; 0.05). mIHC analysis of the fibroblast marker FSP-1 coexpression, along with Western blot analysis of Collagen I, Collagen III, MMP-1, MMP-3, TGF-β, and EGF, revealed similar trends. Notably, significant expression of ADSC markers was detected at Day 7 posttreatment (&lt;i&gt;p&lt;/i&gt; &lt; 0.01).&lt;/p&gt;\u0000 &lt;/section&gt;\u0000 \u0000 &lt;section&gt;\u0000 \u0000 &lt;h3&gt; Conclusions&lt;/h3&gt;\u0000 \u0000 &lt;p&gt;MRF predominantly promotes the synthesis of Collagen I and Collagen III, increasing the Collagen I/III ratio, and regulates the expression of MMP-1, MMP-3, MMP-9, TGF-β, and EGF. These factors collectively drive fibroblast activation, migration, and ECM remodeling. These changes are indicative of the potentia","PeriodicalId":17961,"journal":{"name":"Lasers in Surgery and Medicine","volume":"57 6","pages":"528-543"},"PeriodicalIF":2.2,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144181093","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Application of a Novel Intense Pulsed Light in the Treatment of Rosacea-Like Mice 一种新型强脉冲光在酒渣鼻样小鼠治疗中的应用。
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-05-30 DOI: 10.1002/lsm.70034
Run Tian, Yongbin Jia, Li Xie, Xiang Wen

Objectives

Rosacea is a chronic inflammatory disease that severely affects the quality of life of patients. Intense pulsed light (IPL) has been widely used in treating the erythema and telangiectasia in rosacea patients. However, the mechanism of its use is poorly understood. Our study objectives were to (i) assess the characteristic histological changes in animal models of rosacea with IPL over a microsecond pulse width, (ii) compare the effectiveness of different filter IPL irradiation.

Methods

We utilized a mouse model of rosacea by injecting the antimicrobial peptide LL-37, with IPL operating over a dose of 10 J/cm2 and several filter: 560–950 nm, 700–950 nm and dual wavelengths range (530–650 nm and 900–1200 nm). The single pulse was set to ten sub-pulses with a pulse width of 700 μs and delay time of 300 μs, respectively. Two treatment sessions were performed with a 24-h treatment interval. The erythema scoring criteria were used to evaluate the improvement in erythema before and after treatment. The number of blood vessels, inflammatory cells, and skin stratum corneum and keratinocyte permeability were also assessed.

Results

IPL significantly improved the erythema in rosacea-like mice. The use of a dual band filter at wavelength of 530–650 and 900–1200 nm significantly reduced the number of neutrophils in HE staining. Immunohistochemistry staining of CD31 confirmed the reduction of blood vessels. Also, the number of mast cells was reduced markedly with dual wavelength range and 700–950 nm. In addition, skin stratum corneum and keratinocyte permeability improved with 530–650 and 900–1200 nm.

Conclusions

This novel IPL exhibited advantages in anti-inflammatory and repairing the permeability barrier of the rosacea-like mice skin. Photobiomodulation could potentially serve as the underlying mechanism of the novel IPL in the treatment of rosacea. It is a promising treatment option for rosacea.

目的:酒渣鼻是一种严重影响患者生活质量的慢性炎症性疾病。强脉冲光(IPL)已被广泛应用于治疗红斑性红斑和酒痤疮患者的毛细血管扩张。然而,人们对其使用机制知之甚少。我们的研究目的是(i)评估在微秒脉冲宽度的IPL照射下酒糟鼻动物模型的特征性组织学变化,(ii)比较不同过滤器IPL照射的有效性。方法:采用抗微生物肽LL-37注射小鼠酒渣鼻模型,IPL工作剂量为10 J/cm2,滤光片为560 ~ 950 nm、700 ~ 950 nm和双波长范围(530 ~ 650 nm和900 ~ 1200 nm)。单脉冲设置为10个子脉冲,脉冲宽度为700 μs,延迟时间为300 μs。两次治疗间隔为24小时。采用红斑评分标准评价治疗前后红斑的改善情况。血管、炎症细胞、皮肤角质层和角化细胞通透性的数量也被评估。结果:IPL能明显改善酒渣鼻样小鼠的红斑。使用波长为530-650和900-1200 nm的双波段滤光片可显著减少HE染色中中性粒细胞的数量。免疫组化CD31染色证实血管减少。在700 ~ 950 nm双波长范围内,肥大细胞数量明显减少。此外,在530 ~ 650 nm和900 ~ 1200 nm处,皮肤角质层和角质细胞通透性均有改善。结论:该新型IPL具有抗炎和修复酒渣鼻样小鼠皮肤通透性屏障的作用。光生物调节可能是新型IPL治疗酒渣鼻的潜在机制。这是一种很有前途的治疗酒渣鼻的方法。
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引用次数: 0
Differentiation of Healthy Ex Vivo Bovine Tissues Using Raman Spectroscopy and Interpretable Machine Learning 利用拉曼光谱和可解释机器学习的健康离体牛组织分化。
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-05-28 DOI: 10.1002/lsm.70031
Soha Yousuf, Mohamed Irfan Karukappadath, Azhar Zam

Objectives

Integrating machine learning with Raman spectroscopy (RS) shows strong potential for intraoperative guidance in orthopedic procedures, but limited algorithm transparency remains a barrier to clinician trust. This study aims to develop interpretable machine learning models capable of accurately classifying bovine tissue types (bone, bone marrow, fat, and muscle) relevant to orthopedic surgery by identifying key Raman biomarkers to improve model transparency.

Methods

A portable RS system equipped with a 785 nm fiber-optic probe was used to collect spectral data from excised bovine tissues, including bone, bone marrow, muscle, and fat. One-dimensional convolutional neural network (1D-CNN) and support vector machine (SVM) models were developed to classify these tissue types. The Raman spectral data were divided using a sample-based, stratified splitting strategy and evaluated across 30 independent iterations. Feature importance maps were generated for both models, and matching scores were calculated to correlate significant spectral features with known Raman biomarkers.

Results

Through feature importance analysis and matching scores generated by the 1D-CNN and SVM models, critical Raman biomarkers—including hydroxyapatite, lipids, amino acids, and collagen—were identified as essential for distinguishing between the different bovine tissue types, providing deeper insights into their molecular differences.

Conclusions

The integration of interpretable machine learning models with RS enabled accurate differentiation of bovine tissues relevant to orthopedic surgery, while enhancing model transparency through biomarker identification. Linking model predictions to biologically meaningful Raman features supports the development of RS as a reliable tool for precision-guided surgical procedures.

目的:将机器学习与拉曼光谱(RS)相结合在骨科手术中显示出强大的术中指导潜力,但有限的算法透明度仍然是临床医生信任的障碍。本研究旨在开发可解释的机器学习模型,通过识别关键拉曼生物标志物来提高模型透明度,从而能够准确分类与骨科手术相关的牛组织类型(骨、骨髓、脂肪和肌肉)。方法:采用配备785 nm光纤探针的便携式RS系统采集牛切除组织(包括骨、骨髓、肌肉和脂肪)的光谱数据。利用一维卷积神经网络(1D-CNN)和支持向量机(SVM)模型对这些组织类型进行分类。拉曼光谱数据使用基于样本的分层分割策略进行分割,并在30次独立迭代中进行评估。为两种模型生成特征重要性图,并计算匹配分数,将显著光谱特征与已知拉曼生物标志物相关联。结果:通过1D-CNN和SVM模型生成的特征重要性分析和匹配分数,确定了关键拉曼生物标志物(包括羟基磷灰石、脂质、氨基酸和胶原蛋白)是区分不同牛组织类型的必要条件,从而更深入地了解了它们的分子差异。结论:可解释机器学习模型与RS的集成能够准确区分与骨科手术相关的牛组织,同时通过生物标志物识别提高模型的透明度。将模型预测与具有生物学意义的拉曼特征联系起来,支持RS作为精确指导外科手术的可靠工具的发展。
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引用次数: 0
Abstract 摘要
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-05-23 DOI: 10.1002/lsm.70014
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引用次数: 0
Cover Image: Volume 57 Issue S37 封面图片:第57卷第S37期
IF 2.2 3区 医学 Q2 DERMATOLOGY Pub Date : 2025-05-23 DOI: 10.1002/lsm.70028

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引用次数: 0
期刊
Lasers in Surgery and Medicine
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