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Saffari PS, Strawbridge JC, Roelofs KA, Rootman DB, Goldberg RA, Karlin JN. Facial Aging in Thyroid Eye Disease: Quantification by Artificial Intelligence. J Craniofac Surg 2025:00001665-990000000-02493. [PMID: 40096588 DOI: 10.1097/scs.0000000000011224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2025] [Accepted: 02/17/2025] [Indexed: 03/19/2025] Open
Abstract
This study aims to elucidate the effect of thyroid eye disease on perceived facial aging. In this cross-sectional cohort study, an artificial intelligence (AI) model (previously trained to infer patient age from facial photographs) was used to analyze facial aging changes in 2 groups: (1) TED patients and (2) age-matched controls. Standardized photos were analyzed from initial and final visits of patients with more than 5 years of clinic follow-up. The performance of the AI model was compared to that of an expert group composed of oculoplastic surgeons. Chronological, AI-inferred, and expert-estimated ages were compared. AI initially estimated TED subjects to be 4.3 years older than their actual age, compared to 0.63 years older in control subjects (P=0.005). At the final timepoint, TED patients were estimated to be 5.0 years younger than their actual age, compared to 1.4 years younger in controls (P=0.004). The mean difference between actual and AI-inferred change in age was 9.3 years for TED patients and 2.0 years for controls (P<0.001). Human experts tended to underestimate age across all groups and time points. The AI model was significantly more accurate than human experts in estimating the age of controls at the final time point. AI estimated that TED patients were older than their chronological age initially and younger than their chronological age at the final follow-up. This may be due to initial pathologic soft tissue volume expansion in TED, which may compensate for age-related soft tissue deflation.
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Affiliation(s)
- Persiana S Saffari
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL
| | - Jason C Strawbridge
- Division of Orbital and Ophthalmic Plastic Surgery, Departments of Ophthalmology, Jules Stein Eye Institute, University of California, Los Angeles, Los Angeles, CA
| | - Kelsey A Roelofs
- Department of Ophthalmology and Visual Sciences, University of Alberta, Edmonton, AB, Canada
| | - Daniel B Rootman
- Division of Orbital and Ophthalmic Plastic Surgery, Departments of Ophthalmology, Jules Stein Eye Institute, University of California, Los Angeles, Los Angeles, CA
| | - Robert A Goldberg
- Division of Orbital and Ophthalmic Plastic Surgery, Departments of Ophthalmology, Jules Stein Eye Institute, University of California, Los Angeles, Los Angeles, CA
| | - Justin N Karlin
- Division of Orbital and Ophthalmic Plastic Surgery, Departments of Ophthalmology, Jules Stein Eye Institute, University of California, Los Angeles, Los Angeles, CA
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Scarabosio A, Surico PL, Singh RB, Tereshenko V, Musa M, D’Esposito F, Russo A, Longo A, Gagliano C, Agosti E, Jhanji E, Zeppieri M. Thyroid Eye Disease: Advancements in Orbital and Ocular Pathology Management. J Pers Med 2024; 14:776. [PMID: 39064030 PMCID: PMC11278049 DOI: 10.3390/jpm14070776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 07/16/2024] [Accepted: 07/18/2024] [Indexed: 07/28/2024] Open
Abstract
Thyroid Eye Disease (TED) is a debilitating autoimmune condition often associated with thyroid dysfunction, leading to significant ocular and orbital morbidity. This review explores recent advancements in the management of TED, focusing on both medical and surgical innovations. The introduction of Teprotumumab, the first FDA-approved drug specifically for TED, marks a pivotal development in medical therapy. Teprotumumab targets the insulin-like growth factor-1 receptor (IGF-1R), effectively reducing inflammation and tissue remodeling. Clinical trials demonstrate its efficacy in reducing proptosis and improving quality of life, making it a cornerstone in the treatment of active, moderate-to-severe TED. Surgical management remains critical for patients with chronic TED or those unresponsive to medical therapy. Advancements in orbital decompression surgery, including image-guided and minimally invasive techniques, offer improved outcomes and reduced complications. Innovations in eyelid and strabismus surgery enhance functional and cosmetic results, further improving patient satisfaction. The management of TED necessitates a multidisciplinary approach involving endocrinologists, ophthalmologists, oculoplastic surgeons, radiologists, and other specialists. This collaborative strategy ensures comprehensive care, addressing the diverse aspects of TED from thyroid dysfunction to ocular health and psychological well-being. Future directions in TED treatment include emerging pharmacological therapies targeting different aspects of the disease's pathophysiology and advanced surgical techniques aimed at enhancing precision and safety. This review underscores the importance of a personalized, multidisciplinary approach in managing TED, highlighting current advancements, and exploring potential future innovations to improve patient outcomes and quality of life.
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Affiliation(s)
- Anna Scarabosio
- Clinic of Plastic and Reconstructive Surgery, Ospedale Santa Maria della Misericordia, 33100 Udine, Italy;
- Department of Plastic and Reconstructive Surgery, Mass General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Pier Luigi Surico
- Schepens Eye Research Institute of Mass Eye and Ear, Harvard Medical School, Boston, MA 02114, USA; (P.L.S.)
- Department of Ophthalmology, Campus Bio-Medico University, 00128 Rome, Italy
| | - Rohan Bir Singh
- Schepens Eye Research Institute of Mass Eye and Ear, Harvard Medical School, Boston, MA 02114, USA; (P.L.S.)
| | - Vlad Tereshenko
- Department of Plastic and Reconstructive Surgery, Mass General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Mutali Musa
- Department of Optometry, University of Benin, Benin 300238, Nigeria
- Africa Eye Laser Centre, Km 7, Benin 300105, Nigeria
| | - Fabiana D’Esposito
- Imperial College Ophthalmic Research Group (ICORG) Unit, Imperial College, 153-173 Marylebone Rd., London NW1 5QH, UK
- Department of Neurosciences, Reproductive Sciences and Dentistry, University of Naples Federico II, Via Pansini 5, 80131 Napoli, Italy
| | - Andrea Russo
- Department of Ophthalmology, University of Catania, 95123 Catania, Italy
| | - Antonio Longo
- Department of Ophthalmology, University of Catania, 95123 Catania, Italy
| | - Caterina Gagliano
- Department of Medicine and Surgery, University of Enna “Kore”, Piazza dell’Università, 94100 Enna, Italy
- Eye Clinic, Catania University San Marco Hospital, Viale Carlo Azeglio Ciampi, 95121 Catania, Italy
| | - Edoardo Agosti
- Division of Neurosurgery, Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of Brescia, 25123 Brescia, Italy
| | - Etash Jhanji
- Department of Ophthalmology, University of Pittsburg, Pittsburg, PA 15260, USA
| | - Marco Zeppieri
- Department of Ophthalmology, University Hospital of Udine, 33100 Udine, Italy
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Osias E, Cale M, Saffari P, Barbosa Diniz S, Singh P, Rootman DB. Clinical and demographic predictors of buccal fat pad volume in thyroid eye disease. Orbit 2024; 43:58-63. [PMID: 36974465 DOI: 10.1080/01676830.2023.2192787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 03/15/2023] [Indexed: 03/29/2023]
Abstract
PURPOSE To understand how thyroid eye disease (TED) impacts buccal fat pad (BFP) volume. METHODS In this cohort study, computed tomography (CT) scans and charts of adult patients with and without TED were obtained from an institutional database. The primary outcome was BFP volume in cubic centimeters. Three independent, blinded observers analyzed scans using Horos, a free, open-source medical image viewing software. Bivariate and multivariable analyses were performed. We determined sample size using an effect size based on published reports of the minimum amount of fat excision needed to notice a clinical difference. Equivalence testing against upper and lower bounds set by the same effect size was conducted to assess practical significance of the results. RESULTS Our sample was sufficient to detect a difference as large as 1.5cc with 95% power. 72 scans were included in our study, 24 TED patients and 48 controls. Mean BFP volume was not statistically different between TED patients and controls (3.96 cc vs 4.06 cc, p = .778). Analysis of covariance adjusting for relevant patient factors (age, sex, and BMI) also failed to find a significant difference between groups. Equivalence testing was significant (p < .001) and revealed the observed difference between groups was less than any clinically meaningful difference. For an effect size of 1.5cc, the data suggests there is a 5% risk of a false negative. CONCLUSIONS TED was not associated with a significant difference in BFP volume, suggesting that the BFP is spared from TED-related soft-tissue expansion.
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Affiliation(s)
- Ethan Osias
- Division of Orbital and Ophthalmic Plastic Surgery, Jules Stein Eye Institute, University of California, Los Angeles, California, USA
| | - Mario Cale
- Division of Orbital and Ophthalmic Plastic Surgery, Jules Stein Eye Institute, University of California, Los Angeles, California, USA
| | - Persiana Saffari
- Division of Orbital and Ophthalmic Plastic Surgery, Jules Stein Eye Institute, University of California, Los Angeles, California, USA
| | - Stefania Barbosa Diniz
- Division of Orbital and Ophthalmic Plastic Surgery, Jules Stein Eye Institute, University of California, Los Angeles, California, USA
| | - Pallavi Singh
- Division of Orbital and Ophthalmic Plastic Surgery, Jules Stein Eye Institute, University of California, Los Angeles, California, USA
| | - Daniel B Rootman
- Division of Orbital and Ophthalmic Plastic Surgery, Jules Stein Eye Institute, University of California, Los Angeles, California, USA
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Luccas R, Riguetto CM, Alves M, Zantut-Wittmann DE, Reis F. Computed tomography and magnetic resonance imaging approaches to Graves' ophthalmopathy: a narrative review. Front Endocrinol (Lausanne) 2024; 14:1277961. [PMID: 38260158 PMCID: PMC10801040 DOI: 10.3389/fendo.2023.1277961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Accepted: 12/12/2023] [Indexed: 01/24/2024] Open
Abstract
Graves' ophthalmopathy (GO) affects up to 50% of patients with Graves' disease (GD) ranging from mild ocular irritation to vision loss. The initial diagnosis is based on clinical findings and laboratory tests. Orbital imaging, such as magnetic resonance imaging (MRI) and computed tomography (CT), is an important tool to assess orbital changes, being also useful for understanding disease progression and surgical planning. In this narrative review, we included 92 studies published from 1979 to 2020 that used either MRI and/or CT to diagnose and investigate GO, proposing new methods and techniques. Most of the methods used still need to be corroborated and validated, and, despite the different methods and approaches for thyroid eye disease (TED) evaluation, there is still a lack of standardization of measurements and outcome reports; therefore, additional studies should be performed to include these methods in clinical practice, facilitating the diagnosis and approach for the treatment of TED.
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Affiliation(s)
- Rafael Luccas
- Graduate Program of Neuroscience, Faculty of Medical Sciences, State University of Campinas, Campinas, Brazil
- Department of Anesthesiology, Oncology and Radiology, Faculty of Medical Sciences, State University of Campinas, Campinas, Brazil
| | - Cinthia Minatel Riguetto
- Division of Endocrinology, Faculty of Medical Sciences, State University of Campinas, Campinas, Brazil
- Waikato Regional Diabetes Service, Te Whatu Ora Health New Zealand, Hamilton, New Zealand
| | - Monica Alves
- Department of Ophthalmology and Otorhinolaryngology, Faculty of Medical Sciences, State University of Campinas, Campinas, Brazil
| | | | - Fabiano Reis
- Department of Anesthesiology, Oncology and Radiology, Faculty of Medical Sciences, State University of Campinas, Campinas, Brazil
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Ugradar S, Goldberg RA, Douglas RS. Changing the face of thyroid eye disease. Eye (Lond) 2023; 37:197-199. [PMID: 35882983 PMCID: PMC9873613 DOI: 10.1038/s41433-022-02186-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 06/20/2022] [Accepted: 07/14/2022] [Indexed: 01/28/2023] Open
Affiliation(s)
- Shoaib Ugradar
- grid.19006.3e0000 0000 9632 6718The Jules Stein Eye Institute University of California, Los Angeles, CA USA
| | - Robert A. Goldberg
- grid.19006.3e0000 0000 9632 6718The Jules Stein Eye Institute University of California, Los Angeles, CA USA
| | - Raymond S. Douglas
- grid.50956.3f0000 0001 2152 9905Cedars-Sinai Medical Center, Los Angeles, CA USA
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Ultrasound-Guided Zygomaticotemporal Nerve Block for Refractory Temporal Headaches: A Case Series. A A Pract 2023; 17:e01656. [PMID: 36662633 DOI: 10.1213/xaa.0000000000001656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Landmark-guided zygomaticotemporal nerve blocks are a well-described modality to manage headaches in the temporal region. We report 3 cases in which ultrasound-guided zygomaticotemporal nerve blocks were performed for severe unilateral temporal headaches that failed to respond to standard treatment in the outpatient pain clinic. All the patients reported substantial and durable pain relief with no complications.
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Tran AQ, Yang C, Tooley AA, Mahan M, Jamerson EC, Kazim M, Dagi Glass LR. The Arched Rainbow Brow in Thyroid Eye Disease. Ophthalmic Plast Reconstr Surg 2022; 38:469-474. [PMID: 35353778 DOI: 10.1097/iop.0000000000002168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE To morphologically describe and mathematically quantify a novel clinical feature of thyroid eye disease (TED). METHODS A retrospective study was conducted of TED patients and age-sex-matched normal controls. The arched Rainbow Brow appearance in TED patients was determined by unanimous agreement of 3 oculoplastic surgeons. Eyebrow curvature was assessed by plotting 15 points along the eyebrow in ImageJ. The fourth-degree polynomial ( y = ax4 + bx3 + cx2 + dx + e ) was fitted to each eyebrow. RESULTS Two hundred seventy-one eyes were analyzed (200 TED and 71 age-sex-matched normal controls). A Rainbow Brow was identified in 42% of TED patients. A unilateral Rainbow Brow was seen in 15% of patients. The fourth-degree polynomial coefficients yielded significant differences between Rainbow Brow patients and age-sex-matched normal controls for the coefficients a, b, c , and d . Similar analysis of TED patients with and without a Rainbow Brow showed differences in coefficients a and b . Age >50 years ( p = 0.009) and the presence of brow fat expansion ( p < 0.001) were associated with the presence of a Rainbow Brow. Proptosis >24 mm showed a trend toward association with the presence of a Rainbow Brow ( p = 0.057). When considering the contribution of these features in a multivariable analysis, only brow fat expansion was a significant contributing factor ( p = 0.009). CONCLUSIONS The Rainbow Brow is a distinct entity in TED and is likely consequent to brow fat pad expansion. Patients with a Rainbow Brow have different eyebrow curvature as compared to both normal age-sex-matched controls and TED patients without a Rainbow Brow.
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Affiliation(s)
- Ann Q Tran
- Department of Oculoplastic and Orbital Surgery, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York, U.S.A
- Department of Ophthalmology, University of Illinois Eye and Ear Infirmary, Chicago, Illinois, U.S.A
| | - Cameron Yang
- Department of Ophthalmology, The Ohio State University, Columbus, Ohio, U.S.A
| | - Andrea A Tooley
- Department of Ophthalmology, Mayo Clinic, Rochester, Minnesota, U.S.A
| | - Marielle Mahan
- Department of Ophthalmology, MedStar Georgetown/Washington Hospital Center, Washington, District of Columbia, U.S.A
| | - Emery C Jamerson
- Department of Oculoplastic and Orbital Surgery, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York, U.S.A
| | - Michael Kazim
- Department of Oculoplastic and Orbital Surgery, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York, U.S.A
| | - Lora R Dagi Glass
- Department of Oculoplastic and Orbital Surgery, Edward S. Harkness Eye Institute, Columbia University Irving Medical Center, New York, New York, U.S.A
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Invited Discussion On: "Upper Eyelid Retraction in Graves' Ophthalmopathy: Our Surgical Experience on 153 Cases of Full-Thickness Anterior Blepharotomy with Mullerectomy". Aesthetic Plast Surg 2022; 46:1722-1723. [PMID: 35437666 DOI: 10.1007/s00266-022-02875-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 03/24/2022] [Indexed: 11/01/2022]
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Facial and Eyelid Changes in Thyroid Eye Disease Are Reversed by Teprotumumab. PLASTIC AND RECONSTRUCTIVE SURGERY-GLOBAL OPEN 2021; 9:e3809. [PMID: 34549003 PMCID: PMC8443810 DOI: 10.1097/gox.0000000000003809] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 06/30/2021] [Indexed: 12/01/2022]
Abstract
Thyroid eye disease (TED) causes orbital soft-tissue expansion. Recent studies have suggested that brow and temple changes may also occur. Teprotumumab, a monoclonal antibody to the insulin-like growth factor 1 receptor reduces soft-tissue swelling in TED. In this study, we quantified the changes to pan facial soft-tissue volumes and eyelid position, following treatment with teprotumumab.
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Paradoxical Temporal Enlargement: An Expansion of Superficial Temporal Fat Pad Following Interfacial Technique for Pterional Craniotomy. J Craniofac Surg 2021; 32:2597-2602. [PMID: 34183631 DOI: 10.1097/scs.0000000000007730] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
OBJECTIVE Contour irregularities in the temporal region have been reported previously after procedures involving temporal dissection. In this study, we report paradoxical temporal enlargement (PTE) following interfascial pterional craniotomy. METHODS A retrospective review of patients who underwent a unilateral transcranial procedure with frontotemporal approach at our institution between September 2013 and December 2017 was performed. Patients with a previous craniotomy or bilateral craniotomy were excluded. Radiological imaging series including computed tomography and magnetic resonance imaging were utilized to calculate temporal soft tissue volumes both preoperatively and postoperatively by using advanced software technology. Relative soft tissue volume differences between the operative side and the contralateral side were calculated at different time-points including preoperative, 3-months follow-up (3M), 12-months (12M) follow-up, and the last follow-up (LFU, over 1-year). RESULTS Forty-three patients were included. Mean age was 52.7 ± 4.5 years. Mean follow-up was 27.9 ± 15.8 months. Significant changes of temporal fat pad relative-volume difference were observed between the preoperative and the corresponding 3M (t [82] = -2.8865, P = 0.0050); 12M (t [77] = -4.4321, P < 0.0001), and LFU (t [74] = -4.9862, P < 0.0001) postoperative time points. No significant change of the temporalis muscle was observed between the preoperative and the corresponding 3M (P = 0.3629), 12M (P = 0.1553), or LFU (P = 0.0715). Soft tissue volume showed a significant increase on the operative side between the preoperative and the corresponding LFU (t [74] = -2.5866, P = 0.0117). CONCLUSIONS Paradoxical temporal enlargement with more than 10% volumetric change was observed in 24% of the patients at their LFU (>1-year). This change was not due to temporalis muscle changes. Paradoxical temporal enlargement was due to hypertrophy of the superficial temporal fat pad. Before surgical correction of postoperative temporal contour changes, it is important to obtain imaging and characterize the etiology of the deformity.
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Current Management of Thyroid Eye Disease. Curr Treat Options Neurol 2021. [DOI: 10.1007/s11940-021-00675-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Abstract
PURPOSE OF REVIEW Orbital disease represents a diverse spectrum of pathology and can result in a variety of neuro-ophthalmic manifestations. The aim of this review is to provide updates on recent advances in our understanding of orbital disease secondary to thyroid eye disease, myositis, IgG4-related disease, sarcoidosis, granulomatosis with polyangiitis and various tumours. RECENT FINDINGS With regards to thyroid eye disease, there have been recent advances in the development of steroid-sparing therapies, new modalities for objectively monitoring disease activity and increased understanding of the role of environmental risk factors. There has been interest in characterizing the clinical course and underlying mechanism of optic nerve disease secondary to orbital disorders, which has led to advances in how we monitor for and prevent permanent vision loss. Increased knowledge of orbital tumour subtype histopathology and the development of novel classification systems has had prognostic value and aided medical decision-making. SUMMARY Orbital disease occurs secondary to a wide variety of diseases and can lead to neuro-ophthalmic manifestations with significant morbidity. Advances in our understanding of different subtypes of orbital disease have improved our ability to treat these potentially debilitating conditions.
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Affiliation(s)
| | | | - Suzanne K Freitag
- Department of Ophthalmology
- Ophthalmic Plastic Surgery Service, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, Massachusetts, USA
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