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Applications of Three-dimensional Facial Features in Disease Diagnosis and Treatment
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摘要: 随着三维颜面成像设备的精确度和便携性的提高以及人工智能医学图像识别技术的发展，疾病的三维颜面特征已在疾病诊治有广泛应用，如内分泌代谢性疾病、呼吸系统疾病、神经肌肉疾病、遗传综合征和整形美容等领域。本文旨在梳理和总结三维颜面摄影测量和图像分析技术在疾病诊断、预后及疗效评估中的研究现状和发展趋势，以期为相关研究和临床应用提供参考和借鉴。Abstract: With the improvement in the accuracy and portability of threedimensional (3D) facial imaging devices, and the development of medical image recognition technology in artificial intelligence, the analysis and automatic recognition of 3D facial characteristics of diseases have been widely applied in fields such as endocrine metabolic disorders, respiratory diseases, neuromuscular diseases, genetic syndromes, and plastic surgery. We aim to review and summarize the current research status and development trends of 3D facial photogrammetry and image analysis techniques in disease diagnosis, prognosis, and assessment of treatment, in order to provide references and insights for related research and clinical applications.
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[1] KAU C H, RICHMOND S, ZHUROV A I,等. Reliability of measuring facial morphology with a 3-dimensional laser scanning system[J]. American Journal of Orthodontics and Dentofacial Orthopedics:Official Publication of the American Association of Orthodontists, Its Constituent Societies, and the American Board of Orthodontics, 2005, 128(4):424-430. [2] ENCISO R, SHAW A M, NEUMANN U,等. Three-dimensional head anthropometric analysis[C/OL]//Medical Imaging 2003:Visualization, Image-Guided Procedures, and Display:卷5029. SPIE, 2003:590-597[2024-04-15] . https://www.spiedigitallibrary.org/conference-proceedings-of-spie/5029/0000/Threedimensional-head-anthropometric-analysis/10.1117/12.479752.full. [3] PETRIDES G, CLARK J R, LOW H,等. Three-dimensional scanners for softtissue facial assessment in clinical practice[J]. Journal of plastic, reconstructive&aesthetic surgery:JPRAS, 2021, 74(3):605-614. [4] APONTE J D, BANNISTER J J, HOSKENS H,等. An interactive atlas of threedimensional syndromic facial morphology[J]. American Journal of Human Genetics, 2024, 111(1):39-47. [5] PASCALI M A, GIORGI D, BASTIANI L,等. Face morphology:Can it tell us something about body weight and fat?[J]. Computers in Biology and Medicine, 2016, 76:238-249. [6] AL ALI A, RICHMOND S, POPAT H,等. The influence of asthma on face shape:a three-dimensional study[J]. European Journal of Orthodontics, 2014, 36(4):373-380. [7] EASTWOOD P, GILANI S Z, MCARDLE N,等. Predicting sleep apnea from three-dimensional face photography[J]. Journal of clinical sleep medicine:JCSM:official publication of the American Academy of Sleep Medicine, 2020, 16(4):493-502. [8] PUCCIARELLI V, GIBELLI D, MASTELLA C,等. 3D Facial morphology in children affected by spinal muscular atrophy type 2(SMAII)[J]. European Journal of Orthodontics, 2020, 42(5):500-508. [9] RICHMOND S, HOWE L J, LEWIS S,等. Facial Genetics:A Brief Overview[J]. Frontiers in Genetics, 2018, 9:462. [10] HALLGRÍMSSON B, APONTE J D, KATZ D C,等. Automated syndrome diagnosis by three-dimensional facial imaging[J]. Genetics in Medicine:Official Journal of the American College of Medical Genetics, 2020, 22(10):1682-1693. [11] 崇煜明,龙笑.三维摄影测量技术在面部软组织形态评估中的应用与展望[J].中国美容整形外科杂志, 2023, 34(6):366-369. [12] SHAIKH M B, CHAI D. RGB-D Data-Based Action Recognition:A Review[J]. Sensors, 2021, 21(12).
[13] GHODDOUSI H, EDLER R, HAERS P,等. Comparison of three methods of facial measurement[J]. International Journal of Oral and Maxillofacial Surgery, 2007, 36(3):250-258. [14] LÜBBERS H T, MEDINGER L, KRUSE A,等. Precision and accuracy of the 3dMD photogrammetric system in craniomaxillofacial application[J]. The Journal of Craniofacial Surgery, 2010, 21(3):763-767. [15] VAN DER MEER W J, DIJKSTRA P U, VISSER A,等. Reliability and validity of measurements of facial swelling with a stereophotogrammetry optical threedimensional scanner[J]. The British Journal of Oral&Maxillofacial Surgery, 2014, 52(10):922-927. [16] KAUR P, KRISHAN K, SHARMA S K,等. Facial-recognition algorithms:A literature review[J]. Medicine, Science, and the Law, 2020, 60(2):131-139. [17] ESTLER A, GRÖZINGER G, ESTLER E,等. Quantification of Facial Fat Compartment Variations:A Three-Dimensional Morphometric Analysis of the Cheek[J]. Plastic and Reconstructive Surgery, 2023, 152(4):617e-627e. [18] LEE B J, KIM J Y. Predicting visceral obesity based on facial characteristics[J]. BMC complementary and alternative medicine, 2014, 14:248.
[19] CHANDA A, CHATTERJEE S. Predicting Obesity Using Facial Pictures during COVID-19 Pandemic[J]. BioMed Research International, 2021, 2021:6696357.
[20] MELMED S. Acromegaly pathogenesis and treatment[J]. The Journal of Clinical Investigation, 2009, 119(11):3189-3202.
[21] GUO X, MENG T, HUANG J,等. 3D Facial Analysis in Acromegaly:GenderSpecific Features and Clinical Correlations[J]. Frontiers in Endocrinology, 2018, 9:722. [22] LIN S W, SUTHERLAND K, LIAO Y F,等. Three-dimensional photography for the evaluation of facial profiles in obstructive sleep apnoea[J]. Respirology (Carlton, Vic.), 2018, 23(6):618-625. [23] MATTHEWS H, DE JONG G, MAAL T,等. Static and Motion Facial Analysis for Craniofacial Assessment and Diagnosing Diseases[J]. Annual Review of Biomedical Data Science, 2022, 5:19-42. [24] 中华医学会神经病学分会帕金森病及运动障碍学组;中国医师协会神经内科医师分会帕金森病及运动障碍专业.中国帕金森病的诊断标准(2016版)[J].中华神经科杂志, 2016, 49(4):268-271. [25] MARSILI L, AGOSTINO R, BOLOGNA M,等. Bradykinesia of posed smiling and voluntary movement of the lower face in Parkinson's disease[J]. Parkinsonism&Related Disorders, 2014, 20(4):370-375. [26] BOLOGNA M, BERARDELLI I, PAPARELLA G,等. Altered Kinematics of Facial Emotion Expression and Emotion Recognition Deficits Are Unrelated in Parkinson's Disease[J]. Frontiers in Neurology, 2016, 7:230. [27] 北京医学会医学遗传学分会;北京罕见病诊疗与保障学会.脊髓性肌萎缩症遗传学诊断专家共识[J].中华医学杂志, 2020, 100(40):3130-3140. [28] HART T C, HART P S. Genetic studies of craniofacial anomalies:clinical implications and applications[J]. Orthodontics&Craniofacial Research, 2009, 12(3):212-220.
[29] 陈晓红;丰利芳;姚辉. Prader-Willi综合征的遗传学研究进展[J].中华实用儿科临床杂志, 2021, 36(1):77-80. [30] 中华医学会医学遗传学分会遗传病临床实践指南撰写组. Prader-Willi综合征的临床实践指南[J].中华医学遗传学杂志, 2020, 37(3):318-323. [31] DOLCI C, RIGAMONTI A E, CAPPELLA A,等. Robustness of Distinctive Facial Features in Prader-Willi Syndrome:A Stereophotogrammetric Analysis and Association with Clinical and Biochemical Markers in Adult Individuals[J]. Biology, 2022, 11(8):1148. [32] JUDGE D P, DIETZ H C. Marfan's syndrome[J]. The Lancet, 2005, 366(9501):1965-1976.
[33] HILHORST-HOFSTEE Y, RIJLAARSDAM M E, SCHOLTE A J,等. The clinical spectrum of missense mutations of the first aspartic acid of cbEGF-like domains in fibrillin-1 including a recessive family[J]. Human Mutation, 2010, 31(12):E1915-E1927. [34] DOLCI C, PUCCIARELLI V, GIBELLI D M,等. The face in marfan syndrome:A 3D quantitative approach for a better definition of dysmorphic features[J]. Clinical Anatomy (New York, N.Y.), 2018, 31(3):380-386. [35] FERRARIO V F, DELLAVIA C, SERRAO G,等. Soft tissue facial angles in Down's syndrome subjects:a three-dimensional non-invasive study[J]. European Journal of Orthodontics, 2005, 27(4):355-362. [36] CHONG Y, LI J, LIU X,等. Three-dimensional anthropometric analysis of eyelid aging among Chinese women[J]. Journal of plastic, reconstructive&aesthetic surgery:JPRAS, 2021, 74(1):135-142. [37] CHONG Y, DONG R, LIU X,等. Stereophotogrammetry to reveal age‐related changes of labial morphology among Chinese women aging from 20 to 60[J]. Skin Research and Technology, 2021, 27(1):41-48. [38] KIM Y C, KWON J G, KIM S C,等. Comparison of Periorbital Anthropometry Between Beauty Pageant Contestants and Ordinary Young Women with Korean Ethnicity:A Three-Dimensional Photogrammetric Analysis[J]. Aesthetic Plastic Surgery, 2018, 42(2):479-490. [39] PEI Q, LUO Y, CHEN Y,等. Artificial intelligence in clinical applications for lung cancer:diagnosis, treatment and prognosis[J]. Clinical Chemistry and Laboratory Medicine, 2022, 60(12):1974-1983. [40] HASSAN C, SPADACCINI M, IANNONE A,等. Performance of artificial intelligence in colonoscopy for adenoma and polyp detection:a systematic review and meta-analysis[J]. Gastrointestinal Endoscopy, 2021, 93(1):77-85.e6. [41] WANG S, ZHANG Y, LEI S,等. Performance of deep neural network-based artificial intelligence method in diabetic retinopathy screening:a systematic review and meta-analysis of diagnostic test accuracy[J]. European Journal of Endocrinology, 2020, 183(1):41-49. [42] BANNISTER J J, WILMS M, APONTE J D,等. Comparing 2D and 3D representations for face-based genetic syndrome diagnosis[J]. European journal of human genetics:EJHG, 2023, 31(9):1010-1016. [43] MENG T, GUO X, LIAN W,等. Identifying Facial Features and Predicting Patients of Acromegaly Using Three-Dimensional Imaging Techniques and Machine Learning[J/OL]. Frontiers in Endocrinology, 2020, 11[2022-05-08] . https://www.frontiersin.org/article/10.3389/fendo.2020.00492. [44] LI J, JIANG P, AN Q,等. Medical image identification methods:A review[J]. Computers in Biology and Medicine, 2024, 169:107777. [45] 罗常伟,於俊.三维人脸识别研究进展综述[J].清华大学学报(自然科学版), 2020, 61(1):77-88. [46] GUO Y, WANG H, WANG L,等. 3D Face Recognition:Two Decades of Progress and Prospects[J]. ACM Computing Surveys, 2023, 56(3):54:1-54:39. [47] BHOPLE A R, SHRIVASTAVA A M, PRAKASH S. Point cloud based deep convolutional neural network for 3D face recognition[J]. Multimedia Tools and Applications, 2021, 80(20):30237-30259.
[48] O'SULLIVAN E, VAN DE LANDE L S, PAPAIOANNOU A,等. Convolutional mesh autoencoders for the 3-dimensional identification of FGFR-related craniosynostosis[J]. Scientific Reports, 2022, 12(1):2230. [49] DU F, CHEN Q, WANG X,等. Long-term facial changes and clinical correlations in patients with treated acromegaly:a cohort study[J]. European Journal of Endocrinology, 2021, 184(2):231-241. [50] K M, M S, M F,等. Facial soft tissue volume decreases during metreleptin treatment in patients with partial and generalized lipodystrophy[J/OL]. Endocrine, 2017, 58(2)[2024-10-15]. https://pubmed.ncbi.nlm.nih.gov/28993984/. [51] MODABBER A, PETERS F, GALSTER H,等. Three-dimensional evaluation of important surgical landmarks of the face during aging[J]. Annals of Anatomy=Anatomischer Anzeiger:Official Organ of the Anatomische Gesellschaft, 2020, 228:151435. [52] DAY K M, KELLEY P K, HARSHBARGER R J,等. Advanced ThreeDimensional Technologies in Craniofacial Reconstruction[J]. Plastic&Reconstructive Surgery, 2021, 148(1):94e-108e. [53] MILLER T R. Long-term 3-Dimensional Volume Assessment After Fat Repositioning Lower Blepharoplasty[J]. JAMA Facial Plastic Surgery, 2016, 18(2):108-113.
[54] DE GREVE G, MALKA R, BARNETT E,等. Three-Dimensional Technology in Rhinoplasty[J]. Facial Plastic Surgery, 2022, 38(05):483-487. [55] JACONO A A, MALONE M H, TALEI B. Three-Dimensional Analysis of LongTerm Midface Volume Change After Vertical Vector Deep-Plane Rhytidectomy[J]. Aesthetic Surgery Journal, 2015, 35(5):491-503.
[56] JAIN M, SAVAGE N E, SPITERI K,等. A 3-Dimensional Quantitative Analysis of Volume Loss Following Submental Cryolipolysis[J]. Aesthetic Surgery Journal, 2020, 40(2):123-132. [57] HONG J Y, JEONG G J, KWON T R,等. Efficacy and Safety of a Novel Botulinum Toxin A for Masseter Reduction:A Randomized, Double-Blind, PlaceboControlled, Optimal Dose-Finding Study[J]. Dermatologic Surgery, 2021, 47(1):e5-e9. [58] OTHMAN S A, AIDIL KOAY N A. Three-dimensional facial analysis of Chinese children with repaired unilateral cleft lip and palate[J]. Scientific Reports, 2016, 6:31335.
[59] H L, H Z, X C,等. Application of Three-Dimensional Technology in Evaluating the Lower Face Lifting by Regional Platysma Injection with Botulinum ToxinA[J/OL]. Aesthetic plastic surgery, 2022, 46(5)[2024-10-14]. https://pubmed.ncbi.nlm.nih.gov/34993595/. [60] HAIDAR R, FREYTAG M D D L, FRANK K,等. Quantitative Analysis of the Lifting Effect of Facial Soft-Tissue Filler Injections[J]. Plastic and Reconstructive Surgery, 2021, 147(5):765e-776e. [61] G L, P C, GS H,等. Three-Dimensional Surface Imaging and the Continuous Evolution of Preoperative and Postoperative Assessment in Rhinoplasty[J/OL]. Facial plastic surgery:FPS, 2016, 32(1)[2024-10-14] . https://pubmed.ncbi.nlm.nih.gov/26862969/. [62] SF I, JP M, R H. Three-dimensional assessment of the effects of extraction and nonextraction orthodontic treatment on the face[J/OL]. American journal of orthodontics and dentofacial orthopedics:official publication of the American Association of Orthodontists, its constituent societies, and the American Board of Orthodontics, 2002, 121(3)[2024-10-14]. https://pubmed.ncbi.nlm.nih.gov/11941338/.
[63] LUYTEN J, VIERENDEEL M, DE ROO N M C,等. A non-cephalometric threedimensional appraisal of soft tissue changes by functional appliances in orthodontics:a systematic review and meta-analysis[J]. European Journal of Orthodontics, 2022, 44(4):458-467. [64] ÖZTÜRK S A, MALKOÇ S, YOLCUÜ,等. Three-dimensional soft tissue evaluation after rapid maxillary expansion and mandibular midline distraction osteogenesis[J]. The Angle Orthodontist, 2021, 91(5):634-640. [65] VAN LOON B, VAN HEERBEEK N, BIERENBROODSPOT F,等. Threedimensional changes in nose and upper lip volume after orthognathic surgery[J]. International Journal of Oral and Maxillofacial Surgery, 2015, 44(1):83-89. [66] B A, A J. Facial phenotype in obstructive sleep apnea-hypopnea syndrome:a systematic review and meta-analysis[J/OL]. Journal of sleep research, 2017, 26(2)[2024-10-15]. https://pubmed.ncbi.nlm.nih.gov/28019049/.
[67] MAAL T J J, PLOOIJ J M, RANGEL F A,等. The accuracy of matching threedimensional photographs with skin surfaces derived from cone-beam computed tomography[J]. International Journal of Oral and Maxillofacial Surgery, 2008, 37(7):641-646.
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