Cam Tu Nguyen, Branislav Kollar, Janick Weber, Steffen U Eisenhardt, Jakob B W Weiss
{"title":"使用面部表情自动分析评估肉毒毒素治疗面部合成:一项初步研究。","authors":"Cam Tu Nguyen, Branislav Kollar, Janick Weber, Steffen U Eisenhardt, Jakob B W Weiss","doi":"10.1089/fpsam.2024.0389","DOIUrl":null,"url":null,"abstract":"<p><p><b>Background:</b> The lack of quantification of facial function makes outcome analysis in facial synkinesis challenging. <b>Learning/Study Objective:</b> To compare facial expressions in patients with synkinesis before and after botulinum toxin treatment as measured by the standard electronic clinician-graded facial function scale (eFACE) compared with an automated emotional expression software (FaceReader). <b>Design Type:</b> Retrospective cohort. <b>Methods:</b> Patients underwent botulinum toxin treatment for synkinesis with injections in the platysma, depressor labii inferioris (DLI), depressor anguli oris (DAO), mentalis, orbicularis, glabella, forehead, and zygomatic region. Standardized photographs were taken 30.9 ± 5.55 days after injection and graded with eFACE and FaceReader. Wilcoxon matched-pairs signed-rank test compared the pre- and post-therapeutic scores. Spearman's correlation compared eFACE and FaceReader scores. <b>Results:</b> Three men and 15 women (mean age 48.33 ± 3.17 years) with unilateral synkinetic facial paralysis (9 left, 9 right, most commonly oculo-oral and/or oro-ocular [94%], mean duration 9.72 ± 2.87 years, most commonly idiopathic [50%]) were included. The eFACE synkinesis scores significantly improved (<i>p</i> < 0.05. The FaceReader \"happy\" score increased at rest, the \"disgusted,\" and \"scared\" score while smiling with exposed teeth decreased (<i>p</i> < 0.05). We observed positive correlations between the platysmal, ocular, and total eFACE synkinesis scores and FaceReader \"happy\" score (<i>r</i> = 0.59, <i>p</i> = 0.019; <i>r</i> = 0.22, <i>p</i> = 0.404; <i>r</i> = 0.33, <i>p</i> = 0.211, respectively). <b>Conclusions:</b> AI-driven analysis of facial synkinesis and botulinum toxin treatment shows some correlation with the eFACE scores but is not yet reliable.</p>","PeriodicalId":48487,"journal":{"name":"Facial Plastic Surgery & Aesthetic Medicine","volume":" ","pages":""},"PeriodicalIF":1.6000,"publicationDate":"2025-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Assessment of Facial Synkinesis Treatment with Botulinum Toxin Using Automated Analysis of Facial Expression: A Pilot Study.\",\"authors\":\"Cam Tu Nguyen, Branislav Kollar, Janick Weber, Steffen U Eisenhardt, Jakob B W Weiss\",\"doi\":\"10.1089/fpsam.2024.0389\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p><b>Background:</b> The lack of quantification of facial function makes outcome analysis in facial synkinesis challenging. <b>Learning/Study Objective:</b> To compare facial expressions in patients with synkinesis before and after botulinum toxin treatment as measured by the standard electronic clinician-graded facial function scale (eFACE) compared with an automated emotional expression software (FaceReader). <b>Design Type:</b> Retrospective cohort. <b>Methods:</b> Patients underwent botulinum toxin treatment for synkinesis with injections in the platysma, depressor labii inferioris (DLI), depressor anguli oris (DAO), mentalis, orbicularis, glabella, forehead, and zygomatic region. Standardized photographs were taken 30.9 ± 5.55 days after injection and graded with eFACE and FaceReader. Wilcoxon matched-pairs signed-rank test compared the pre- and post-therapeutic scores. Spearman's correlation compared eFACE and FaceReader scores. <b>Results:</b> Three men and 15 women (mean age 48.33 ± 3.17 years) with unilateral synkinetic facial paralysis (9 left, 9 right, most commonly oculo-oral and/or oro-ocular [94%], mean duration 9.72 ± 2.87 years, most commonly idiopathic [50%]) were included. The eFACE synkinesis scores significantly improved (<i>p</i> < 0.05. The FaceReader \\\"happy\\\" score increased at rest, the \\\"disgusted,\\\" and \\\"scared\\\" score while smiling with exposed teeth decreased (<i>p</i> < 0.05). We observed positive correlations between the platysmal, ocular, and total eFACE synkinesis scores and FaceReader \\\"happy\\\" score (<i>r</i> = 0.59, <i>p</i> = 0.019; <i>r</i> = 0.22, <i>p</i> = 0.404; <i>r</i> = 0.33, <i>p</i> = 0.211, respectively). <b>Conclusions:</b> AI-driven analysis of facial synkinesis and botulinum toxin treatment shows some correlation with the eFACE scores but is not yet reliable.</p>\",\"PeriodicalId\":48487,\"journal\":{\"name\":\"Facial Plastic Surgery & Aesthetic Medicine\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":1.6000,\"publicationDate\":\"2025-06-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Facial Plastic Surgery & Aesthetic Medicine\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1089/fpsam.2024.0389\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"SURGERY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Facial Plastic Surgery & Aesthetic Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1089/fpsam.2024.0389","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"SURGERY","Score":null,"Total":0}
引用次数: 0
摘要
背景:缺乏面部功能的量化使得面部合成的结果分析具有挑战性。学习/研究目的:比较肉毒杆菌毒素治疗前后联动性患者的面部表情,采用标准的临床医生面部功能评分电子量表(eFACE)与自动情绪表达软件(FaceReader)进行比较。设计类型:回顾性队列。方法:采用肉毒杆菌毒素治疗颈阔肌、下唇凹陷肌(DLI)、口角凹陷肌(DAO)、颏肌、轮匝肌、眉间肌、前额、颧骨等部位。注射后30.9±5.55天拍摄标准化照片,用eFACE和FaceReader进行评分。Wilcoxon配对符号秩检验比较治疗前和治疗后得分。斯皮尔曼的相关性比较了eFACE和FaceReader的得分。结果:男性3例,女性15例(平均年龄48.33±3.17岁),单侧共动性面瘫(左侧9例,右侧9例,最常见于眼-口和/或眼-眼[94%],平均病程9.72±2.87年,最常见于特发性[50%])。eFACE综合评分显著提高(p < 0.05)。休息时FaceReader“快乐”得分增加,露出牙齿微笑时“厌恶”和“害怕”得分下降(p < 0.05)。我们观察到,侧体、眼和总eFACE合成评分与FaceReader“快乐”评分呈正相关(r = 0.59, p = 0.019;R = 0.22, p = 0.404;R = 0.33, p = 0.211)。结论:人工智能驱动的面部联动性分析和肉毒杆菌毒素治疗与eFACE评分有一定的相关性,但尚不可靠。
Assessment of Facial Synkinesis Treatment with Botulinum Toxin Using Automated Analysis of Facial Expression: A Pilot Study.
Background: The lack of quantification of facial function makes outcome analysis in facial synkinesis challenging. Learning/Study Objective: To compare facial expressions in patients with synkinesis before and after botulinum toxin treatment as measured by the standard electronic clinician-graded facial function scale (eFACE) compared with an automated emotional expression software (FaceReader). Design Type: Retrospective cohort. Methods: Patients underwent botulinum toxin treatment for synkinesis with injections in the platysma, depressor labii inferioris (DLI), depressor anguli oris (DAO), mentalis, orbicularis, glabella, forehead, and zygomatic region. Standardized photographs were taken 30.9 ± 5.55 days after injection and graded with eFACE and FaceReader. Wilcoxon matched-pairs signed-rank test compared the pre- and post-therapeutic scores. Spearman's correlation compared eFACE and FaceReader scores. Results: Three men and 15 women (mean age 48.33 ± 3.17 years) with unilateral synkinetic facial paralysis (9 left, 9 right, most commonly oculo-oral and/or oro-ocular [94%], mean duration 9.72 ± 2.87 years, most commonly idiopathic [50%]) were included. The eFACE synkinesis scores significantly improved (p < 0.05. The FaceReader "happy" score increased at rest, the "disgusted," and "scared" score while smiling with exposed teeth decreased (p < 0.05). We observed positive correlations between the platysmal, ocular, and total eFACE synkinesis scores and FaceReader "happy" score (r = 0.59, p = 0.019; r = 0.22, p = 0.404; r = 0.33, p = 0.211, respectively). Conclusions: AI-driven analysis of facial synkinesis and botulinum toxin treatment shows some correlation with the eFACE scores but is not yet reliable.