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Dahiya B, Mor P, Rais A, Prasad T, Sheoran A, Sheoran R, Sharma S, Seth MK, Srivastava SK, Mehta PK. Diagnosis of abdominal tuberculosis: Detection of mycobacterial CFP-10 and HspX proteins by gold nanoparticle-PCR amplified immunoassay. J Microbiol Methods 2024; 220:106925. [PMID: 38552847 DOI: 10.1016/j.mimet.2024.106925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 03/25/2024] [Accepted: 03/26/2024] [Indexed: 04/09/2024]
Abstract
Attempts were made to improve the efficacy of PCR amplified immunoassay (I-PCR) for diagnosing abdominal TB cases by utilizing the gold nanoparticle (AuNP)-based I-PCR, where AuNPs were functionalized with detection antibodies/oligonucleotides that exhibited 84.3% sensitivity and 95.1% specificity. This assay would improve the ongoing algorithms used in abdominal TB diagnosis.
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Affiliation(s)
- Bhawna Dahiya
- Faculty of Allied Health Sciences, Shree Guru Gobind Singh Tricentenary University, Gurugram 122505, India; Centre for Biotechnology, Maharshi Dayanand University (MDU), Rohtak 124001, India
| | - Preeti Mor
- Centre for Biotechnology, Maharshi Dayanand University (MDU), Rohtak 124001, India
| | - Anam Rais
- Special Centre for Nano Science & Advanced Instrumentation Research and Facility, Jawaharlal Nehru University, New Delhi 110067, India
| | - Tulika Prasad
- Special Centre for Nano Science & Advanced Instrumentation Research and Facility, Jawaharlal Nehru University, New Delhi 110067, India
| | - Abhishek Sheoran
- Department of Statistics, Ramanujan College, University of Delhi, New Delhi 110019, India
| | - Reetu Sheoran
- School of Basic Sciences and Research, Sharda University, Greater Noida 201301, India
| | - Suman Sharma
- Department of Pathology, University of Health Sciences (UHS), Rohtak 124001, India
| | - Mahesh K Seth
- Faculty of Allied Health Sciences, Shree Guru Gobind Singh Tricentenary University, Gurugram 122505, India
| | - Sunil K Srivastava
- Department of Microbiology, Swami Shradhanand College, University of Delhi, New Delhi 110036, India
| | - Promod K Mehta
- Faculty of Allied Health Sciences, Shree Guru Gobind Singh Tricentenary University, Gurugram 122505, India; Centre for Biotechnology, Maharshi Dayanand University (MDU), Rohtak 124001, India.
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Abraham JR, Singh RP, Srivastava SK, Mammo DA. HAIR TRANSPLANTATION COMPLICATED BY METHICILLIN-RESISTANT STAPHYLOCOCCUS AUREUS SEPSIS AND ENDOGENOUS ENDOPHTHALMITIS. Retin Cases Brief Rep 2024; 18:301-304. [PMID: 36730419 DOI: 10.1097/icb.0000000000001384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Accepted: 11/01/2022] [Indexed: 02/04/2023]
Abstract
PURPOSE To describe a case of endogenous endophthalmitis as a complication from hair transplantation. METHODS Case report of a 53-year-old man with a history of recent hair transplantation. RESULTS The patient presented with a febrile illness and blurry vision 1 week after hair transplantation. Infectious workup included blood cultures positive for methicillin-resistant Staphylococcus aureus, and he was treated with IV antibiotics. Initial ocular examination demonstrated 20/30 and hand motions in the right and left eyes, respectively, with significant vitritis. He underwent vitreous tap and injections of vancomycin and dexamethasone in both eyes and removal of purulent staple from the site of recently transplanted hair. His ocular and systemic symptoms improved. Approximately 3 months after initial clearing of the initial infection he had recurrence of bacteremia that prompted repeat intravitreal and systemic antibiotics. His vision returned to baseline with mild residual optic nerve pallor and atrophic retinal changes in the left eye. CONCLUSION Hair transplantation is associated with minimal systemic complications, but in rare cases, sepsis is possible and can result in intraocular seeding causing endophthalmitis. MRSA endogenous endophthalmitis frequently results in negative vitreous taps and treatment outcomes in the literature have been shown to vary widely including a return to baseline vision as in the described case.
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Affiliation(s)
- Joseph R Abraham
- Cole Eye Institute, Cleveland Clinic Foundation, Cleveland, Ohio
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Upadhyay S, Kumar A, Srivastava M, Srivastava A, Dwivedi A, Singh RK, Srivastava SK. Recent advancements of smartphone-based sensing technology for diagnosis, food safety analysis, and environmental monitoring. Talanta 2024; 275:126080. [PMID: 38615454 DOI: 10.1016/j.talanta.2024.126080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 04/04/2024] [Accepted: 04/07/2024] [Indexed: 04/16/2024]
Abstract
The emergence of computationally powerful smartphones, relatively affordable high-resolution camera, drones, and robotic sensors have ushered in a new age of advanced sensible monitoring tools. The present review article investigates the burgeoning smartphone-based sensing paradigms, including surface plasmon resonance (SPR) biosensors, electrochemical biosensors, colorimetric biosensors, and other innovations for modern healthcare. Despite the significant advancements, there are still scarcity of commercially available smart biosensors and hence need to accelerate the rates of technology transfer, application, and user acceptability. The application/necessity of smartphone-based biosensors for Point of Care (POC) testing, such as prognosis, self-diagnosis, monitoring, and treatment selection, have brought remarkable innovations which eventually eliminate sample transportation, sample processing time, and result in rapid findings. Additionally, it articulates recent advances in various smartphone-based multiplexed bio sensors as affordable and portable sensing platforms for point-of-care devices, together with statistics for point-of-care health monitoring and their prospective commercial viability.
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Affiliation(s)
- Satyam Upadhyay
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi, 221005, India
| | - Anil Kumar
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi, 221005, India
| | - Monika Srivastava
- School of Materials Science and Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi, India
| | - Amit Srivastava
- Department of Physics TDPG College, VBS Purvanchal University, Jaunpur, 222001, India
| | - Arpita Dwivedi
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi, 221005, India
| | - Rajesh Kumar Singh
- School of Physical and Material Sciences, Central University of Himachal Pradesh, Dharamshala, Kangra, 176215, India
| | - S K Srivastava
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi, 221005, India.
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Schulgit M, Mammo DA, Srivastava SK. Postoperative Inflammation After Anterior Segment Surgery. JAMA Ophthalmol 2024:2816896. [PMID: 38573613 DOI: 10.1001/jamaophthalmol.2024.0580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2024]
Abstract
A 71-year-old woman had 2 months of worsening vision and pain in her right eye. Examination revealed retrocorneal plaque, peaking of the pupil, and temporal prominent scleral vessels with inferotemporal scleral thinning. What would you do next?
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Affiliation(s)
- Matthew Schulgit
- Cleveland Clinic Lerner College of Medicine of Case Western Reserve University, Cleveland, Ohio
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Danny A Mammo
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
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Talcott KE, Knapp AN, Amine R, Matar K, Srivastava SK, Rachitskaya A, Sharma S, Singh RP, Yuan A, Reese JL, Ehlers JP. Comparing Three-Dimensional Digitally Enabled Intraoperative OCT With Conventional Microscope-Integrated OCT in Vitreoretinal Surgery: A Post Hoc Analysis of the Discover Study. Ophthalmic Surg Lasers Imaging Retina 2024:1-8. [PMID: 38648428 DOI: 10.3928/23258160-20240206-01] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/25/2024]
Abstract
BACKGROUND AND OBJECTIVE This study compared the surgeon experience between conventional microscope-integrated intraoperative optical coherence tomography (iOCT) and digitally enabled microscope-integrated iOCT in vitreoretinal surgery. PATIENTS AND METHODS This is a post hoc case-control analysis of the DISCOVER study. Conventional microscope-integrated iOCT (Rescan 700, Zeiss) was compared with digitally enabled iOCT (Artevo 800, Zeiss). Compared variables included surgical field-based visualization (ie, ocular heads-up display in the conventional group; three-dimensional screen-based visualization in the digital iOCT group) and non-surgical field-based visualization (ie, review on the external two-dimensional monitor). RESULTS A total of 200 patients were included. Surgical field-based visualization of iOCT was significantly higher in the digitally enabled group (P < 0.0001). Required endoillumination level was significantly lower in the digital iOCT group (P < 0.0001). Surgeons reported "significant" back discomfort and headache more frequently when using conventional iOCT (P = 0.003 and P = 0.001, respectively). CONCLUSIONS Digitally enabled iOCT resulted in greater surgical visualization efficiency, appeared to require a lower illumination level, and may provide advantages for ergonomic-related discomfort. [Ophthalmic Surg Lasers Imaging Retina 2024;55:XX-XX.].
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Chen C, Morillas JA, Rehm SJ, Taege AJ, Tan C, Popovic Z, Baynes K, Srivastava SK. HISTOPLASMA CAPSULATUM PACEMAKER-RELATED ENDOCARDITIS PRESENTING AS ENDOGENOUS ENDOPHTHALMITIS. Retin Cases Brief Rep 2024; 18:145-148. [PMID: 36731111 DOI: 10.1097/icb.0000000000001326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
BACKGROUND/PURPOSE To report a unique case of pacemaker-related infective endocarditis manifesting as endogenous endophthalmitis with chorioretinitis secondary to Histoplasma capsulatum. METHODS Case report. RESULTS A 75-year-old man was diagnosed with blood culture-negative infective endocarditis and was admitted with deteriorating vision and ocular inflammation. Examination of the eye indicated significant vitreous inflammation and retinitis. Vitreous cultures were negative, but universal fungal polymerase chain reaction of the vitreous fluid was positive for H. capsulatum. Histopathology of the fibrous cuff around the extracted right atrial lead demonstrated hyphal and yeast forms and polymerase chain reaction of this material identified H. capsulatum. Despite aggressive antifungal and surgical treatment, the eye became phthisical. CONCLUSION We highlight the importance of considering H. capsulatum in the differential diagnosis of endogenous endophthalmitis, particularly among patients from endemic areas who present with possible endovascular infection.
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Affiliation(s)
- Cindy Chen
- Cleveland Clinic Cole Eye Institute, Cleveland, Ohio
| | - Jose A Morillas
- Cleveland Clinic Department of Infectious Disease, Cleveland, Ohio
| | - Susan J Rehm
- Cleveland Clinic Department of Infectious Disease, Cleveland, Ohio
| | - Alan J Taege
- Cleveland Clinic Department of Infectious Disease, Cleveland, Ohio
| | - Carmela Tan
- Cleveland Clinic Department of Anatomic Pathology, Cleveland, Ohio; and
| | - Zoran Popovic
- Cleveland Clinic Department of Cardiology, Cleveland Clinic Main Campus, Cleveland, Ohio
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Ehlers JP, Lunasco LM, Yordi S, Cetin H, Le TK, Sarici K, Kaiser PK, Khanani AM, Talcott KE, Hu J, Meng X, Srivastava SK. Compartmental Exudative Dynamics in Neovascular Age-Related Macular Degeneration: Volumetric Outcomes and Impact of Volatility in a Phase III Clinical Trial. Ophthalmol Retina 2024:S2468-6530(24)00079-4. [PMID: 38403242 DOI: 10.1016/j.oret.2024.02.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 02/12/2024] [Accepted: 02/20/2024] [Indexed: 02/27/2024]
Abstract
PURPOSE To examine retinal feature dynamics in eyes with neovascular age-related macular degeneration (nAMD) treated with anti-VEGF therapy and the relationship of these features with visual acuity. DESIGN Post hoc analysis of the phase III, randomized, HAWK nAMD clinical trial. PARTICIPANTS Participants randomized to the brolucizumab 6 mg or aflibercept 2 mg arms of the trial. METHODS Spectral-domain OCT scans collected at 4-week intervals were analyzed using an automated machine learning-enhanced segmentation and feature-extraction platform with manual verification. Quantitative volumetric measures of retinal and exudative features were exported at multiple timepoints over 48 weeks. Volatility of exudative features was calculated as the standard deviation of each feature value during the maintenance phase (week 12-48) of treatment. These features were examined for their associations with anatomic and functional outcomes. MAIN OUTCOME MEASURES Longitudinal intraretinal fluid (IRF) and subretinal fluid (SRF) volume, subretinal hyperreflective material (SHRM) volume, ellipsoid zone (EZ) integrity (EZ-retinal pigment epithelium [RPE] volume/thickness), and correlation with best-corrected visual acuity (BCVA). RESULTS Intraretinal fluid, SRF, and SHRM demonstrated significant volumetric reduction from baseline with anti-VEGF therapy (P < 0.001 at each timepoint). Ellipsoid zone integrity measures demonstrated significant improvement from baseline (P < 0.001 at each timepoint). Both EZ integrity and SHRM measures correlated significantly with BCVA at all timepoints (EZ-RPE volume: 0.38 ≤ r ≤ 0.47; EZ-RPE central subfield thickness: 0.22 ≤ r ≤ 0.41; SHRM volume: -0.33 ≤ r ≤ -0.44). After treatment initiation, correlations of IRF and SRF volume with BCVA were weak or nonsignificant. Eyes with lower volatility of IRF, SRF, and SHRM volumes during the maintenance phase showed greater improvements in EZ integrity (all P < 0.01) and greater gains in BCVA (all P < 0.01) at week 48 compared with eyes with higher volatility in those exudative parameters. CONCLUSIONS Quantitative measures of SHRM volume and EZ integrity correlated more strongly with BCVA than retinal fluid volumes during treatment. High volatility of exudative parameters, including SRF, during the maintenance phase of treatment was associated with loss of EZ integrity and BCVA. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
| | - Leina M Lunasco
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Sari Yordi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Hasan Cetin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Thuy K Le
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Kubra Sarici
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | | | - Arshad M Khanani
- Sierra Eye Associates, Reno, Nevada; University of Nevada, Reno School of Medicine, Reno, Nevada
| | - Katherine E Talcott
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Joanne Hu
- Novartis Pharmaceuticals, East Hanover, New Jersey
| | - Xiangyi Meng
- Novartis Pharmaceuticals, East Hanover, New Jersey
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
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Yordi S, Cakir Y, Cetin H, Talcott KE, Srivastava SK, Hu J, Ehlers JP. Bacillary Layer Detachment in Neovascular Age-Related Macular Degeneration from a Phase III Clinical Trial. Ophthalmol Retina 2024:S2468-6530(24)00066-6. [PMID: 38360182 DOI: 10.1016/j.oret.2024.02.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 01/20/2024] [Accepted: 02/07/2024] [Indexed: 02/17/2024]
Abstract
OBJECTIVE To evaluate the incidence of bacillary layer detachment in patients with neovascular age-related macular degeneration (nAMD) and their response to anti-VEGF therapy. DESIGN Post hoc analysis of the brolucizumab 6-mg and aflibercept 2-mg arms from the HAWK clinical trial, a 48-week, prospective, double-masked, phase III trial. PARTICIPANTS Participants (n = 652 and 652 eyes) randomized to brolucizumab 6-mg and aflibercept 2-mg arms from HAWK (NCT02307682). METHODS Spectral-domain OCT scans were obtained at 4-week intervals throughout the HAWK trial and segmented automatically using a proprietary, machine learning-enabled, higher-order feature extraction platform. MAIN OUTCOME MEASURES The incidence of bacillary layer detachment and effect of anti-VEGF therapy in these eyes on best-corrected visual acuity (BCVA), central subfield thickness (CST), retinal fluid volumes, subretinal hyper-reflective material (SHRM) volume, and ellipsoid zone (EZ) integrity from baseline to week 48. RESULTS Classic bacillary layer detachment was identified in 7.2% (47/652) of eyes, demonstrating worse BCVA and higher CST, EZ total attenuation, subretinal fluid (SRF), and SHRM volume at baseline than eyes without bacillary layer detachment. Anti-VEGF treatment resulted in resolution of bacillary layer detachment in 97.9% of eyes by week 48. In eyes with bacillary layer detachment, anti-VEGF treatment improved BCVA and decreased SRF and SHRM volume; however, eyes with bacillary layer detachment never reached the level of BCVA improvement as eyes without bacillary layer detachment. A greater proportion of eyes with bacillary layer detachment had high-exudative volatility (increased mean standard deviation after loading dose) of CST, SRF, and total fluid than eyes without bacillary layer detachment (P < 0.05 for each comparison). CONCLUSIONS Bacillary layer detachment, an OCT signature representing photoreceptor schisis, is identifiable in a notable proportion of eyes with nAMD. Anti-VEGF therapy resulted in a very high proportion of bacillary layer detachment resolution with significantly decreased SRF and SHRM volumes. The majority of eyes with bacillary layer detachment have high-exudative volatility, which may be associated with lower BCVA outcomes. The presence of bacillary layer detachment may provide an important imaging biomarker to be considered for clinical trial inclusion/exclusion based on trial design and therapeutic goals because of its unique behavior. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Sari Yordi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Yavuz Cakir
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Hasan Cetin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Katherine E Talcott
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Joanne Hu
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
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Kalra G, Wykoff C, Martin A, Srivastava SK, Reese J, Ehlers JP. Longitudinal Quantitative Ultrawidefield Angiographic Features in Diabetic Retinopathy Treated with Aflibercept from the Intravitreal Aflibercept as Indicated by Real-Time Objective Imaging to Achieve Diabetic Retinopathy Improvement Trial. Ophthalmol Retina 2024; 8:116-125. [PMID: 37696393 PMCID: PMC10872550 DOI: 10.1016/j.oret.2023.09.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 09/04/2023] [Accepted: 09/05/2023] [Indexed: 09/13/2023]
Abstract
OBJECTIVE To report longitudinal trends of quantitative ultrawidefield fluorescein angiography (qUWFA) biomarkers in the Intravitreal Aflibercept as Indicated by Real-Time Objective Imaging to Achieve Diabetic Retinopathy Improvement (PRIME) diabetic retinopathy (DR) clinical trial. DESIGN Post hoc analysis of the PRIME prospective randomized DR clinical trial comparing intravitreal aflibercept treatment based on the DR severity score (DRSS) or quantitative leakage index for DR improvement (ClinicalTrials.gov identifier: NCT03531294). PARTICIPANTS Patients were enrolled with a DRSS level of 47A to 71A and best-corrected visual acuity of 20/800 or better. Key exclusion criteria were previous intravitreal injection, panretinal photocoagulation, vitrectomy, central-involving macular edema, or vitreous hemorrhage. METHODS A previously validated, machine learning-based qUWFA analysis platform was used for panretinal leakage index assessment and differentiation of generalized and perivascular leakage phenotypes. Additionally, microaneurysm count and ischemic index were quantified in panretinal and macular regions. The trends in these biomarkers and therapeutic response were studied over 1 year. MAIN OUTCOME MEASURES Longitudinal trends of qUWFA biomarkers. The impact of these qUWFA metrics on treatment response was assessed by studying their associations with time to 2-step DRSS improvement and number of treatment-free days. RESULTS Forty eyes from 40 subjects with DR were enrolled. Lower baseline generalized leakage was noted in eyes that attained the 2-step DRSS improvement in < 16 weeks (1.9% vs. 2.8%; P = 0.026). Baseline macular perivascular-generalized leakage ratio had a significant correlation with the number of treatment-free days (r = 0.4; P = 0.012). At the end of 1 year, therapy significantly reduced the mean panretinal (3.9% vs. 5.8%; P = 0.002) and macular (6.2% vs. 12.2%; P = 0.008) generalized leakage indices compared with baseline, as well as the mean panretinal perivascular leakage index (1.5% vs. 2.3%; P = 0.002). The mean panretinal ischemic index demonstrated a small but likely clinically insignificant decrease from 12.5% at baseline to 11.6% at year 1 (P = 0.016). CONCLUSIONS Down-trending leakage indices and microaneurysm counts were demonstrated over 1 year of anti-VEGF therapy. At baseline, DR eyes with lower generalized leakage responded to therapy more rapidly. Eyes with greater perivascular leakage relative to generalized leakage showed a longer-lasting anti-VEGF treatment response. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Gagan Kalra
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Charles Wykoff
- Vitreoretinal Service, Retina Consultants of Texas, Houston, Texas
| | - Alison Martin
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Sunil K Srivastava
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Jamie Reese
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Justis P Ehlers
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
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Mammo DA, Wai K, Rahimy E, Pan CK, Srivastava SK, Mruthyunjaya P. Association of Cutaneous Keloids, Hypertrophic Scarring, and Fibrosis with Risk of Postoperative Proliferative Vitreoretinopathy. Ophthalmology 2024:S0161-6420(24)00093-9. [PMID: 38296203 DOI: 10.1016/j.ophtha.2024.01.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 01/12/2024] [Accepted: 01/23/2024] [Indexed: 03/21/2024] Open
Abstract
PURPOSE To assess an association between cutaneous keloids, hypertrophic scarring, and fibrosis (KHF) and risk of postoperative proliferative vitreoretinopathy (PVR) after rhegmatogenous retinal detachment (RRD) repair. DESIGN Retrospective, population-based cohort study. PARTICIPANTS Patients aged ≥ 18 years who underwent initial retinal detachment (RD) repair with pars plana vitrectomy with or without scleral buckle (SB) (Current Procedural Terminology [CPT] 67108), pneumatic retinopexy (67110), and primary SB (67107) from January 1, 2003, to March 1, 2023. METHODS A de-identified electronic health record database through TriNetX, a global health research network, was used to analyze patients. Patients were queried for International Classification of Diseases, 10th Revision (ICD-10) codes L91.0 (hypertrophic scar) and L90.5 (scar conditions and fibrosis of skin). Frequency of subsequent diagnosis of PVR (H35.2) and CPT codes for secondary surgery including complex RD repair (67113) were determined. Patients with proliferative diabetic retinopathy (PDR) (ICD-10 H10.35/H11.35) were excluded. Descriptive statistics (Z-test) and propensity score matching (PSM) were used to match for age, sex, and race. MAIN OUTCOME MEASURES Prevalence of H35.2 and CPT 67113 within 180 days after RRD repair in the KHF cohort versus the non-KHF cohort. RESULTS Among patients with CPT 67108, 1061 in each cohort (KHF and non-KHF) were analyzed after PSM. The mean (standard deviation) age was 60.7 (15.2) years. Within 180 days, 10.1% of patients in the KHF cohort and 3.4% in the non-KHF cohort had a diagnosis of PVR (H35.2) (P < 0.001, odds ratio [OR], 3.2; 95% confidence interval [CI], 2.13-4.71). A total of 8.3% of patients in the KHF cohort and 5.4% of patients in the non-KHF cohort underwent complex RD repair (CPT 67113) (P = 0.008; OR, 3.2; 95% CI, 1.13-2.25). When including all RD repair types (CPT 67108, 67110, 67107), the rate of PVR diagnosis was still significantly greater in the KHF cohort than in the non-KHF cohort (9.0% vs 4.2%, P < 0.01; OR, 2.28; 95% CI, 1.64-3.16). CONCLUSIONS A dermatologic history of KHF may be a risk factor for PVR after RD repair. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found after the references.
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Affiliation(s)
- Danny A Mammo
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
| | - Karen Wai
- Byers Eye Institute, Stanford Health Care, Palo Alto, California
| | - Ehsan Rahimy
- Byers Eye Institute, Stanford Health Care, Palo Alto, California
| | - Carolyn K Pan
- Byers Eye Institute, Stanford Health Care, Palo Alto, California
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Sil Kar S, Cetin H, Srivastava SK, Madabhushi A, Ehlers JP. Texture-Based Radiomic SD-OCT Features Associated With Response to Anti-VEGF Therapy in a Phase III Neovascular AMD Clinical Trial. Transl Vis Sci Technol 2024; 13:29. [PMID: 38289610 PMCID: PMC10833054 DOI: 10.1167/tvst.13.1.29] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 11/03/2023] [Indexed: 02/01/2024] Open
Abstract
Purpose The goal of this study was to evaluate the role of texture-based baseline radiomic features (Fr) and dynamic radiomics alterations (delta, FΔr) within multiple targeted compartments on optical coherence tomography (OCT) scans to predict response to anti-vascular endothelial growth factor (VEGF) therapy in neovascular age-related macular degeneration (nAMD). Methods HAWK is a phase 3 clinical trial data set of active nAMD patients (N = 1082) comparing brolucizumab and aflibercept. This analysis included patients receiving 6 mg brolucizumab or 2 mg aflibercept and categorized as complete responders (n = 280) and incomplete responders (n = 239) based on whether or not the eyes achieved/maintained fluid resolution on OCT. A total of 481 Fr were extracted from each of the fluid, subretinal hyperreflective material (SHRM), retinal tissue, and sub-retinal pigment epithelium (RPE) compartments. Most discriminating eight baseline features, selected by the minimum redundancy, maximum relevance feature selection, were evaluated using a quadratic discriminant analysis (QDA) classifier on the training set (Str, n = 363) to differentiate between the two patient groups. Classifier performance was subsequently validated on independent test set (St, n = 156). Results In total, 519 participants were included in this analysis from the HAWK phase 3 study. There were 280 complete responders and 219 incomplete responders. Compartmental analysis of radiomics featured identified the sub-RPE and SHRM compartments as the most distinguishing between the two response groups. The QDA classifier yielded areas under the curve of 0.78, 0.79, and 0.84, respectively, using Fr, FΔr, and combined Fr, FΔr, and Fc on St. Conclusions Utilizing compartmental static and dynamic radiomics features, unique differences were identified between eyes that respond differently to anti-VEGF therapy in a large phase 3 trial that may provide important predictive value. Translational Relevance Imaging biomarkers, such as radiomics features identified in this analysis, for predicting treatment response are needed to enhanced precision medicine in the management of nAMD.
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Affiliation(s)
- Sudeshna Sil Kar
- Wallace H. Coulter Department of Biomedical Engineering, Emory University, Atlanta, GA, USA
| | - Hasan Cetin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Sunil K. Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Anant Madabhushi
- Wallace H. Coulter Department of Biomedical Engineering, Emory University, Atlanta, GA, USA
- Louis Stokes Cleveland Veterans Administration Medical Center, Cleveland, OH, USA
| | - Justis P. Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
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Witkin AJ, Jaffe GJ, Srivastava SK, Davis JL, Kim JE. Retinal Vasculitis After Intravitreal Pegcetacoplan: Report From the ASRS Research and Safety in Therapeutics (ReST) Committee. J Vitreoretin Dis 2024; 8:9-20. [PMID: 38223782 PMCID: PMC10786078 DOI: 10.1177/24741264231220224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/16/2024]
Abstract
Purpose: To analyze post-marketing cases of retinal vasculitis after intravitreal pegcetacoplan. Methods: The American Society of Retina Specialists (ASRS) Research and Safety in Therapeutics (ReST) Committee as well as an expert panel performed a retrospective review of cases of retinal vasculitis reported to the ASRS. Clinical and imaging characteristics were reviewed for evidence of retinal vasculitis and analyzed. Results: Fourteen eyes of 13 patients were confirmed to have retinal vasculitis by review of imaging studies. All cases occurred after the first pegcetacoplan injection. Occlusive retinal vasculopathy was confirmed in 11 eyes (79%). Patients presented a median of 10.5 days (range, 8-23 days) after pegcetacoplan injection. All eyes had anterior chamber inflammation, and 12 eyes (86%) had vitritis. Vasculopathy involved retinal veins (100%) more than arteries (73%), and 12 eyes (86%) had retinal hemorrhages. The median visual acuity (VA) was 20/60 (range, 20/30-5/200) at baseline, 20/300 (range, 20/100-no light perception [NLP]) at vasculitis presentation, and 20/200 (range 20/70-NLP) at the last follow-up. Eight eyes (57%) had more than a 3-line decrease in VA, and 6 eyes (43%) had more than a 6-line decrease in VA from baseline to the final follow-up, including 2 eyes that were enucleated. Six eyes (43%) developed signs of anterior segment neovascularization. Conclusions: There is currently no known etiology for vasculitis in this series. Optimum treatment strategies remain unknown. Infectious etiologies should be considered, and corticosteroid treatments may hasten resolution of inflammatory findings. Continued treatment of affected patients with pegcetacoplan should be avoided.
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Affiliation(s)
| | | | | | - Janet L. Davis
- Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Judy E. Kim
- UT Southwestern Medical Center, Dallas, TX, USA
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Szigiato A, Mohan N, Talcott KE, Mammo DA, Babiuch AS, Kaiser PK, Ehlers JP, Rachitskaya A, Yuan A, Srivastava SK, Sharma S. Short-Term Outcomes of Faricimab in Patients with Neovascular Age-Related Macular Degeneration on Prior Anti-VEGF Therapy. Ophthalmol Retina 2024; 8:10-17. [PMID: 37673396 DOI: 10.1016/j.oret.2023.08.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 07/31/2023] [Accepted: 08/28/2023] [Indexed: 09/08/2023]
Abstract
PURPOSE A subset of patients with neovascular age-related macular degeneration (nAMD) experience treatment burden and suboptimal response with anti-VEGF therapy. The aim of this study was to investigate the effect of switching to a novel, bispecific agent, faricimab, in patients with nAMD currently treated with anti-VEGF. DESIGN Retrospective, noncomparative cohort study. SUBJECTS Patients with nAMD previously treated with anti-VEGF and switched to intravitreal faricimab injection (IFI) at the Cleveland Clinic's Cole Eye Institute. METHODS Switching and administration schedule of IFI was at the discretion of the clinician. Visual acuity (VA) and macular OCT parameters, including central subfield thickness (CST), maximum pigment epithelial detachment (PED) height, and presence of subretinal (SRF) or intraretinal fluid (IRF), were assessed at baseline (day of first IFI) and after each IFI. MAIN OUTCOME MEASURES Central subfield thickness and presence of IRF or SRF after ≥ 3 IFIs. RESULTS One hundred twenty-six eyes of 106 patients were included in the analysis with a mean follow-up time of 24.3 ± 5.2 weeks. Before switching to IFI, patients received a mean of either aflibercept (20.0 ± 8.4, mean ± standard deviation), bevacizumab (7 ± 8.9), ranibizumab (1.9 ± 8.5), or brolucizumab (0.3 ± 1.6) injections. The most common agent used before switching to IFI was aflibercept (n = 110, 87%), and the mean treatment interval with any anti-VEGF was 5.6 ± 1.6 weeks before switching. Central subfield thickness was reduced from baseline after the first IFI (266.8 ± 64.7 vs. 249.8 ± 58.6 μm, P = 0.02) and persisted over the 3 IFIs (P = 0.01). Pigment epithelial detachment height was reduced after the third IFI (249.6 ± 179.0 vs. 206.9 ± 130.0 μm, P = 0.01). The mean VA (62.9 vs. 62.7 approximate ETDRS letters, P = 0.42) and interval between injections (6.3 vs. 5.7 weeks, P = 0.16) was similar after the third IFI compared with baseline. Eleven (8.7%) eyes were switched back to their previous anti-VEGF, including 2 (1.6%) eyes from 1 patient with intraocular inflammation requiring cessation of IFI. There were no other adverse events from switching. CONCLUSIONS Switching to faricimab resulted in a reduction in mean CST (-11.6 μm, P = 0.01) and PED height (-44.2 μm, P = 0.01) after 3 injections, with stable VA and at a similar treatment interval to prior anti-VEGF therapy. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
| | - Nitesh Mohan
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | | | - Danny A Mammo
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Amy S Babiuch
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | | | | | | | - Alex Yuan
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | | | - Sumit Sharma
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
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Dwivedi A, Srivastava M, Srivastava A, Kumar A, Chaurasia RN, Srivastava SK. A Eu 3+doped functional core-shell nanophosphor as fluorescent biosensor for highly selective and sensitive detection of dsDNA. J Photochem Photobiol B 2023; 249:112802. [PMID: 37918122 DOI: 10.1016/j.jphotobiol.2023.112802] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2023] [Revised: 10/18/2023] [Accepted: 10/24/2023] [Indexed: 11/04/2023]
Abstract
Lanthanide-doped core-shell nanomaterials have illustrated budding potential as luminescent materials, but their biological applications have still been very limited due to their aqueous solubility and biocompatibility. Here, we report a simple and cost-effective approach to construct a water-stable chitosan-functionalized lanthanoid-based core shell (Ca-Eu:Y2O3@SiO2) nanophosphor. The as-synthesized Ca-Eu:Y2O3@SiO2-chitosan (CEY@SiO2-CH) nanophosphor has been characterized for its structural, morphological, and optical properties, by employing different analytical tools. This sensing platform is suitable for dsDNA probing by tracing the "turn on" fluorescence signal generated by CEY@SiO2-CH nanophosphor with the addition of dsDNA. The ratio of fluorescence intensity enhancement is proportional to the concentration of dsDNA in the range 0.1-90 nM, with the limit of detection at ⁓16.1 pM under optimal experimental conditions. The enhancement in fluorescence response of functionalized core-shell phosphor with dsDNA is due to the antenna effect. Additionally, response of probe has been studied for the real samples displaying percent recovery in between 101 and 105, maximum RSD% upto 5.23 (n = 3). This outcome can be applied to the selective sensing of dsDNA through optical response. These findings establish the CEY@SiO2-CH a simple, portable, and potential candidate as a sensor for rapid and analytical detection of dsDNA.
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Affiliation(s)
- Arpita Dwivedi
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi 221005, India.
| | - Monika Srivastava
- School of Materials Science and Technology, IIT (BHU), Varanasi 221005, India
| | - Amit Srivastava
- Department of Physics, TDPG College, VBS Purvanchal University, Jaunpur 222001, India
| | - Abhai Kumar
- Department of Botany, Deen Dayal Upadhyaya Gorakhpur University, Gorakhpur 273009, India
| | - Rameshwar Nath Chaurasia
- Department of Neurology, Institute of Medical Sciences, Banaras Hindu University, Varanasi 221005, India
| | - S K Srivastava
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi 221005, India.
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Serels CM, Bhatter P, Srivastava SK, Lowder CY, Mammo DA. Bacillary Layer Detachment as a Presenting Feature of Ocular Sarcoidosis. Ophthalmic Surg Lasers Imaging Retina 2023; 54:686-690. [PMID: 38113357 DOI: 10.3928/23258160-20231023-02] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
Abstract
BACKGROUND AND OBJECTIVE Bacillary layer detachment (BALAD) is a recently described finding on optical coherence tomography (OCT) that has been reported in a variety of uveitic and retinal diseases. To add to the growing literature on conditions associated with this finding, we report on the first cases of BALADs in ocular sarcoidosis. PATIENTS AND METHODS Observational, retrospective chart review of patients with BALADs as a feature of sarcoid-associated uveitis. RESULTS Three patients presented with blurry vision and bacillary layer detachments on OCT who were either known to have or found to have sarcoid-associated uveitis. All three patients had resolution of the BALAD and improvement in visual acuity with a combination of high-dose oral steroids and/or systemic immunosuppression. CONCLUSIONS Patients presenting with BALAD should be assessed for sarcoidosis, if appropriate, given the systemic implications of this diagnosis. [Ophthalmic Surg Lasers Imaging Retina 2023;54:686-690.].
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Ungprasert P, Lowder C, Sharma S, Ribeiro Neto ML, Baran J, Srivastava SK, Culver DA. Response to Acthar Gel in sarcoidosis uveitis: A prospective open label study. Respir Med 2023; 219:107422. [PMID: 37827293 DOI: 10.1016/j.rmed.2023.107422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 09/24/2023] [Accepted: 10/06/2023] [Indexed: 10/14/2023]
Abstract
PURPOSE To investigate the response to Acthar Gel® in patients with moderate to severe sarcoidosis uveitis. METHODS This is a prospective open-label study that enrolled patients with moderate to severe sarcoidosis uveitis to receive 80 units daily of Acthar Gel for ten days followed by maintenance treatment with 80 units twice weekly. The primary outcome was the proportion of patients meeting at least one of the following variables 1) improved visual acuity, 2) resolution of intraocular inflammation, 3) ability to taper ocular or oral steroids by at least 50% or 4) reduction of cystoid macular edema, with no worsening of any single measure and no need for additional sarcoidosis therapies at 24 weeks. RESULTS A total of nine patients were enrolled in the study. Four patients completed the full 24-week course of Acthar Gel, and three of these met the primary endpoint. Among the five patients who did not complete the 24-week course of treatment, four discontinued the treatment due to worsening ocular inflammation. One patient discontinued treatment due to severe adverse effects. The most common adverse effects were fluid retention (77%), insomnia (44%), hypertension (44%) and hyperglycemia (44%). CONCLUSIONS We observed a clinical response to Acthar Gel in some patients with moderate to severe sarcoidosis uveitis, but a substantial proportion either failed to respond or did not tolerate the therapy. These observations may serve as preliminary data for controlled trials of Acthar Gel, but they do not support its role prior to failure of other agents.
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Affiliation(s)
- Patompong Ungprasert
- Department of Rheumatic and Immunologic Diseases, Cleveland Clinic, Cleveland, OH, USA.
| | - Careen Lowder
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Sumit Sharma
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Manuel L Ribeiro Neto
- Department of Pulmonary Medicine, Respiratory Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Joanne Baran
- Department of Pulmonary Medicine, Respiratory Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - Daniel A Culver
- Department of Pulmonary Medicine, Respiratory Institute, Cleveland Clinic, Cleveland, OH, USA
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Kar SS, Cetin H, Abraham J, Srivastava SK, Whitney J, Madabhushi A, Ehlers JP. Novel Fractal-Based Sub-RPE Compartment OCT Radiomics Biomarkers Are Associated With Subfoveal Geographic Atrophy in Dry AMD. IEEE Trans Biomed Eng 2023; 70:2914-2921. [PMID: 37097804 PMCID: PMC10581743 DOI: 10.1109/tbme.2023.3270201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2023]
Abstract
OBJECTIVE The purpose of this study was to quantitatively characterize the shape of the sub-retinal pigment epithelium (sub-RPE, i.e., space bounded by RPE and Bruch's membrane) compartment on SD-OCT using fractal dimension (FD) features and evaluate their impact on risk of subfoveal geographic atrophy (sfGA) progression. METHODS This was an IRB-approved retrospective study of 137 subjects with dry age-related macular degeneration (AMD) with subfoveal GA. Based on sfGA status at year five, eyes were categorized as "Progressors" and "Non-progressors". FD analysis allows quantification of the degree of shape complexity and architectural disorder associated with a structure. To characterize the structural irregularities along the sub-RPE surface between the two groups of patients, a total of 15 shape descriptors of FD were extracted from the sub-RPE compartment of baseline OCT scans. The top four features were identified using minimum Redundancy maximum Relevance (mRmR) feature selection method and evaluated with Random Forest (RF) classifier using three-fold cross validation from the training set (N = 90). Classifier performance was subsequently validated on the independent test set (N = 47). RESULTS Using the top four FD features, a RF classifier yielded an AUC of 0.85 on the independent test set. Mean fractal entropy (p-value = 4.8e-05) was identified as the most significant biomarker; higher values of entropy being associated with greater shape disorder and risk for sfGA progression. CONCLUSIONS FD assessment holds promise for identifying high-risk eyes for GA progression. SIGNIFICANCE With further validation, FD features could be potentially used for clinical trial enrichment and assessments for therapeutic response in dry AMD patients.
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Awh CC, Mammo DA, Bergstrom R, Baynes K, Srivastava SK. Fungal Endophthalmitis Secondary to Aspergillus terreus Exacerbated by Intravitreal Dexamethasone in a Patient With Sarcoidosis. J Vitreoretin Dis 2023; 7:448-454. [PMID: 37706086 PMCID: PMC10496802 DOI: 10.1177/24741264231173207] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/15/2023]
Abstract
Purpose: To report a case of Aspergillus terreus endophthalmitis associated with systemic immunosuppression and an intraocular steroid implant in a patient with sarcoidosis. Methods: A case report was evaluated and a literature review performed. Results: A patient with a history of pulmonary and ocular sarcoidosis presented with new-onset uveitis and was treated for presumed sarcoid flare with oral prednisone and an intravitreal dexamethasone implant before developing worsening vision. She was ultimately diagnosed with A terreus endophthalmitis. Despite both systemic and local antifungals, the visual acuity at the most recent follow-up was no light perception without pain or active inflammation. No definitive source of the fungal disease had been identified. Conclusions: Endophthalmitis resulting from A terreus is associated with poor outcomes. Given the ability of fungal endophthalmitis to mimic other causes of uveitis, one must maintain a high suspicion in patients with any degree of immunosuppression.
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Kalra M, Hua HU, Srivastava SK. "Retinal Vasculitis" With Bilateral Retinal Detachments. JAMA Ophthalmol 2023; 141:794-795. [PMID: 37410488 DOI: 10.1001/jamaophthalmol.2023.2755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/07/2023]
Abstract
A 68-year-old man with a history of B-cell lymphoma and active renal cell carcinoma, receiving cabozantinib therapy, presents with worsening hazy vision in the right eye after retinal detachment repair of the left eye. What would you do next?
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Affiliation(s)
- Mehak Kalra
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
- Case Western Reserve University School of Medicine, Cleveland, Ohio
| | - Hong-Uyen Hua
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
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Deaner JD, Mammo D, Gross A, Lee T, Sharma S, Srivastava SK, Jaffe GJ, Grewal DS. 0.18 MG FLUOCINOLONE ACETONIDE INSERT FOR THE TREATMENT OF CHRONIC POSTOPERATIVE PSEUDOPHAKIC CYSTOID MACULAR EDEMA. Retina 2023; 43:897-904. [PMID: 36796039 DOI: 10.1097/iae.0000000000003765] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
Abstract
PURPOSE To report the outcomes of the 0.18 mg fluocinolone acetonide insert (FAi) in the treatment of chronic (>6 months) postoperative cystoid macular edema after cataract surgery. METHODS This was a retrospective consecutive case series of eyes with chronic postoperative cystoid macular edema treated with the FAi. Visual acuity, intraocular pressure, optical coherence tomography metrics, and supplemental therapies were extracted from the charts before and at 3, 6, 12, 18, and 21 months after FAi placement, when available. RESULTS Nineteen eyes of 13 patients with chronic postoperative cystoid macular edema after cataract surgery underwent FAi placement with an average follow-up of 15.4 months. Ten eyes (52.6%) had a ≥2-line gain in visual acuity. Sixteen eyes (84.2%) had a ≥20% reduction in optical coherence tomography central subfield thickness. Eight eyes (42.1%) had complete resolution of CME. Improvements in central subfield thickness and visual acuity were sustained throughout individual follow-up. Compared with 18 eyes (94.7%) requiring local corticosteroid supplementation before FAi, only six eyes (31.6%) required supplementation after FAi. Similarly, of the 12 eyes (63.2%) that were on corticosteroid drops before FAi, only 3 (15.8%) required drops after FAi. CONCLUSION Eyes with chronic postoperative cystoid macular edema after cataract surgery treated with the FAi had improved and sustained visual acuity and optical coherence tomography metrics, along with a reduction in supplemental treatment burden.
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Affiliation(s)
- Jordan D Deaner
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
| | - Danny Mammo
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
| | - Andrew Gross
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
| | - Terry Lee
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
| | - Sumit Sharma
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
| | - Sunil K Srivastava
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
| | - Glenn J Jaffe
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
| | - Dilraj S Grewal
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina
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Golshani C, Venkat A, Srivastava SK. MULTIMODAL IMAGING FINDINGS IN ACUTE WEST NILE VIRUS CHORIORETINITIS. Retin Cases Brief Rep 2023; 17:309-314. [PMID: 34001766 DOI: 10.1097/icb.0000000000001162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE To describe multimodal imaging findings of acute West Nile virus chorioretinitis. METHODS Observational case report. Fundus photographs, fluorescein angiography, indocyanine green angiography, and swept-source optical coherence tomography angiography were used to characterize and describe the clinical findings. RESULTS A 58-year-old man presented with acute painless vision loss in the right eye. Multimodal imaging demonstrated multifocal pinpoint early-phase hyperfluorescence with late expanding leakage on fluorescein angiography and late hyperfluorescence on indocyanine green angiography. Swept-source optical coherence tomography angiography en face imaging of the ellipsoid zone layer revealed target-like lesions with central hyperreflectivity with surrounding hyporeflectivity. At 4-week follow-up, the chorioretinal lesions now demonstrated greater demarcation of borders with increased pigmentation. At 8-week follow-up, fundus examination revealed multiple target-like lesions with hyperpigmentation centrally surrounded by a hypopigmented rim. Repeat fluorescein angiography demonstrated central hypofluorescence with surrounding hyperfluorescent staining rim prompting workup for West Nile virus, which was later confirmed by laboratory testing. The patient's visual acuity and clinical examination remained stable on subsequent follow-up visits. CONCLUSION Our case highlights multimodal imaging findings in the acute phase of West Nile virus chorioretinitis, which may be crucial to early diagnosis and identification.
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Affiliation(s)
- Cyrus Golshani
- Department of Ophthalmology, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
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22
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Kalra G, Cetin H, Whitney J, Yordi S, Cakir Y, McConville C, Whitmore V, Bonnay M, Reese JL, Srivastava SK, Ehlers JP. Automated Identification and Segmentation of Ellipsoid Zone At-Risk Using Deep Learning on SD-OCT for Predicting Progression in Dry AMD. Diagnostics (Basel) 2023; 13:diagnostics13061178. [PMID: 36980486 PMCID: PMC10047385 DOI: 10.3390/diagnostics13061178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 03/14/2023] [Accepted: 03/17/2023] [Indexed: 03/30/2023] Open
Abstract
BACKGROUND The development and testing of a deep learning (DL)-based approach for detection and measurement of regions of Ellipsoid Zone (EZ) At-Risk to study progression in nonexudative age-related macular degeneration (AMD). METHODS Used in DL model training and testing were 341 subjects with nonexudative AMD with or without geographic atrophy (GA). An independent dataset of 120 subjects were used for testing model performance for prediction of GA progression. Accuracy, specificity, sensitivity, and intraclass correlation coefficient (ICC) for DL-based EZ At-Risk percentage area measurement was calculated. Random forest-based feature ranking of EZ At-Risk was compared to previously validated quantitative OCT-based biomarkers. RESULTS The model achieved a detection accuracy of 99% (sensitivity = 99%; specificity = 100%) for EZ At-Risk. Automatic EZ At-Risk measurement achieved an accuracy of 90% (sensitivity = 90%; specificity = 84%) and the ICC compared to ground truth was high (0.83). In the independent dataset, higher baseline mean EZ At-Risk correlated with higher progression to GA at year 5 (p < 0.001). EZ At-Risk was a top ranked feature in the random forest assessment for GA prediction. CONCLUSIONS This report describes a novel high performance DL-based model for the detection and measurement of EZ At-Risk. This biomarker showed promising results in predicting progression in nonexudative AMD patients.
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Affiliation(s)
- Gagan Kalra
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Hasan Cetin
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Jon Whitney
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Sari Yordi
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Yavuz Cakir
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Conor McConville
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Victoria Whitmore
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Michelle Bonnay
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Jamie L Reese
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Sunil K Srivastava
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Justis P Ehlers
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
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Angeles-Han ST, Srivastava SK. Screening, Monitoring, and Treating Children With Juvenile Idiopathic Arthritis-associated Uveitis: Visualizing Better Outcomes. J Rheumatol 2023; 50:300-303. [PMID: 36379581 DOI: 10.3899/jrheum.221092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Noninfectious ocular inflammatory disease, or uveitis, is a common and devastating complication of juvenile idiopathic arthritis (JIA). As many as 20% of children with JIA develop JIA-associated uveitis (JIA-U), and 50% experience ocular complications that can lead to damage.1,2
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Affiliation(s)
- Sheila T Angeles-Han
- S.T. Angeles-Han, MD, MSc, Division of Rheumatology, Cincinnati Children's Hospital Medical Center and Department of Pediatrics, University of Cincinnati, and Division of Ophthalmology, Cincinnati Children's Hospital Medical Center and Department of Ophthalmology, University of Cincinnati;
| | - Sunil K Srivastava
- S.K. Srivastava, MD, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio, USA
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24
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Singh B, Aggarwal S, Das P, Srivastava SK, Sharma SC, Das SN. Over Expression of Cancer Stem Cell Marker CD44 and Its Clinical Significance in Patients with Oral Squamous Cell Carcinoma. Indian J Otolaryngol Head Neck Surg 2023; 75:109-114. [PMID: 37007900 PMCID: PMC10050459 DOI: 10.1007/s12070-022-03200-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Accepted: 09/23/2022] [Indexed: 11/06/2022] Open
Abstract
Cancer stem cell marker CD44 is a cell-surface glycoprotein which is involved in various cellular functions such as cell-cell interactions, cell adhesion, haematopoiesis and tumour metastasis. The CD44 gene transcription is partly activated by beta-catenin and Wnt signalling pathway, the later pathway being linked to tumour development. However, the role of CD44 in oral squamous cell carcinoma (OSCC) is not well understood. We investigated the expression of CD44 in peripheral circulation, tumour tissues of oral cancer patients and oral squamous cell carcinoma cell lines by ELISA and quantitative (q)-RTPCR. Relative CD44s mRNA expression was significantly higher in peripheral circulation (p = 0.04), tumour tissues (p = 0.049) and in oral cancer cell lines (SCC4, SCC25 p = 0.02, SCC9 p = 0.03). Circulating CD44total protein levels were also significantly (p < 0.001) higher in OSCC patients that positively correlated with increasing tumour load and loco-regional spread of the tumour. The circulating tumour stem cell marker CD44 appears to be a potent indicator of tumour progression and may be useful for developing suitable therapeutics strategies for patients with oral squamous cell carcinoma.
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Affiliation(s)
- Baldeep Singh
- Department of Biotechnology, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029 India
| | - Sadhna Aggarwal
- Department of Biotechnology, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029 India
| | - Priyanka Das
- Department of ENT, Pandit Jawahar Lal Nehru Memorial Medical College, Raipur, 492001 Chhattisgarh India
| | - Sunil K. Srivastava
- Department of Microbiology, Swami Shraddhanand College, University of Delhi, New Delhi, 110036 India
| | - Suresh C. Sharma
- Department of Otorhinolaryngology, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029 India
| | - Satya N. Das
- Department of Biotechnology, All India Institute of Medical Sciences, Ansari Nagar, New Delhi, 110029 India
- Emeritus Scientist, Indian Council of Medical Research, Ansari Nagar, New Delhi, 110029 India
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25
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Sarici K, Yordi S, Martin A, Lunasco L, Mugnaini C, Chu K, Moini H, Vitti R, Srivastava SK, Ehlers JP. Longitudinal Quantitative Ultrawide-field Fluorescein Angiography Dynamics in the RUBY Diabetic Macular Edema Study. Ophthalmol Retina 2023:S2468-6530(23)00037-4. [PMID: 36736895 DOI: 10.1016/j.oret.2023.01.018] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Revised: 12/17/2022] [Accepted: 01/23/2023] [Indexed: 02/04/2023]
Abstract
OBJECTIVE The purpose of this study was to evaluate the longitudinal change in quantitative ultrawide-field angiographic (UWFA) parameters and correlate them with functional outcomes and spectral domain-OCT metrics. DESIGN This study is a post hoc analysis of the phase II RUBY study: a prospective, randomized trial of patients with diabetic macular edema (DME) treated with either intravitreal aflibercept injection (IAI) or combined IAI/nesvacumab (antiangiopoietin 2 mAb). SUBJECTS Subjects with DME that underwent UWFA across all treatment groups (n = 44). METHODS A machine learning-enabled feature extraction system generated panretinal quantitative UWFA metrics, including leakage, ischemia, and microaneurysm (MA) burden. Zonal assessments were performed corresponding to the macula, midperiphery, and far periphery. MAIN OUTCOME MEASURES Changes in ischemic area and index (proportion of nonperfusion in analyzable retina), leakage area and index (proportion of leakage in analyzable retina), and MA count at baseline, week 12, week 24, and week 36 were analyzed. Spectral-domain-OCT quantitative metrics, such as central subfield thickness, ellipsoid zone (EZ) integrity parameters, intraretinal fluid (IRF) volume, and subretinal fluid (SRF) volume were extracted via a machine learning-enhanced OCT feature extraction platform and analyzed. Additionally, the effect of these changes on best-corrected visual acuity (BCVA) was evaluated. RESULTS Mean panretinal leakage index, zonal leakage area, and panretinal MA count improved significantly between baseline and week 36. Panretinal ischemic index decreased between baseline and week 36, with some aspects showing significant improvement. Mean BCVA significantly improved from baseline to week 36. There was a significant inverse correlation between change in BCVA and change in macular leakage area. A direct correlation was observed between both baseline macular leakage area and panretinal leakage index with IRF volume, SRF volume, and EZ disruption on OCT. CONCLUSIONS Assessment of UWFA parameters demonstrates a significant improvement in panretinal leakage index, leakage area, and MA burden in eyes treated with IAI with or without nesvacumab. A numeric reduction in panretinal ischemic index and area was noted. The analysis also shows the critical association of leakage with visual and OCT features. This highlights the potential role of UWFA in disease burden assessment, with leakage parameters serving as a primary end point. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found after the references.
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Affiliation(s)
- Kubra Sarici
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Sari Yordi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Alison Martin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Leina Lunasco
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Christopher Mugnaini
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Karen Chu
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
| | - Hadi Moini
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
| | - Robert Vitti
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
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Kalra G, Talcott KE, Kaiser S, Ugwuegbu O, Hu M, Srivastava SK, Ehlers JP. Machine Learning-Based Automated Detection of Hydroxychloroquine Toxicity and Prediction of Future Toxicity Using Higher-Order OCT Biomarkers. Ophthalmol Retina 2022; 6:1241-1252. [PMID: 35691579 PMCID: PMC9722508 DOI: 10.1016/j.oret.2022.05.031] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 05/23/2022] [Accepted: 05/31/2022] [Indexed: 01/06/2023]
Abstract
OBJECTIVE Despite guidelines for hydroxychloroquine (HCQ) toxicity screening, there are clear challenges to accurate detection and interpretation. In the current report, the feasibility of automated machine learning (ML)-based detection of HCQ retinopathy and prediction of progression to toxicity in eyes without preexisting toxicity has been described. DESIGN Retrospective, longitudinal cohort study. SUBJECTS Subjects on HCQ therapy. METHODS This was an institutional review board-approved, retrospective, longitudinal image analysis of 388 subjects on HCQ. Multilayer, compartmental, retinal segmentation with ellipsoid zone (EZ) mapping was used to harvest quantitative spectral-domain (SD)-OCT biomarkers. Using a combination of clinical features (i.e., cumulative HCQ dose and the duration of therapy) and quantitative imaging biomarkers (e.g., volumetric EZ integrity and compartmental measurements), ML models were created to detect toxicity and predict progression based on ground-truth OCT-based toxicity readings by 2 masked retina specialists. Furthermore, 10-fold cross-validation was performed. MAIN OUTCOME MEASURES The model performance was visualized using receiver operator curves and calculating the area under the curve (AUC). The corresponding sensitivity and specificity values were evaluated for the feasibility of HCQ toxicity screening and prediction. RESULTS The prevalence of HCQ toxicity in this cohort of 388 patients was 9.8% (n = 38). Twenty-one eyes progressed to toxicity during follow-up. OCT-based features (i.e., partial EZ attenuation, EZ volume, outer nuclear layer volume, and compartmental thicknesses) and clinical features (i.e., HCQ daily dose, HCQ cumulative dose, and duration of therapy) showed significant differences between the toxic and nontoxic groups. Percentage area with partial EZ attenuation (i.e., percentage of the macula with an EZ-retinal pigment epithelium thickness of ≤ 20 μm) was the most discriminating single feature (toxic, 35.7 ± 46.5%; nontoxic, 1.8 ± 4.4%; P < 0.0001). Using a random forest model, high-performance, automated toxicity detection was achieved, with a mean AUC of 0.97, sensitivity of 95%, and specificity of 91%. Furthermore, the toxicity progression prediction model had a mean AUC of 0.89, with a sensitivity and specificity of 90% and 80%, respectively. CONCLUSIONS This report described the feasibility of high-performance automated classification models that used a combination of clinical and quantitative SD-OCT biomarkers to detect HCQ retinal toxicity and predict progression to toxicity in cases without toxicity. Future work is needed to validate these findings in an independent dataset.
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Affiliation(s)
- Gagan Kalra
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Katherine E Talcott
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Stephanie Kaiser
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Obinna Ugwuegbu
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Ming Hu
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio; Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio
| | - Sunil K Srivastava
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Justis P Ehlers
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
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Gupta VK, Srivastava SK, Ghosh SK, Srivastava N, Singh G, Verma MR, Katiyar R, Muthu R, Bhutia L, Kumar A, Singh R. Effect of endogenous hormones, antisperm antibody and oxidative stress on semen quality of crossbred bulls. Anim Biotechnol 2022; 33:1441-1448. [PMID: 33866921 DOI: 10.1080/10495398.2021.1905656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
The present study was designed to evaluate the effect of factors like hormones, antisperm antibody (ASA), and oxidative stress and its relation with semen quality in crossbred bulls. Ejaculates from two bulls were categorized into good (n = 12) and poor (n = 12) based on initial progressive motility, that is, ≥70% and ≤50%, respectively. The level of hormones like Testosterone (p < 0.05) and PGE2 (p < 0.01) was significantly higher in good-quality ejaculates compared to poor-quality ejaculates; however, estradiol (p < 0.05), progesterone, oxidative stress, and ASAs were significantly higher (p < 0.01) in poor-quality ejaculates compared to good-quality ejaculates. Therefore, it could be concluded that oxidative stress and hormonal imbalance might have resulted in high number of dead and defective spermatozoa which was ultimately responsible for poor quality semen ejaculates.
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Affiliation(s)
- Vinod Kumar Gupta
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - S K Srivastava
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - S K Ghosh
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - N Srivastava
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - G Singh
- Division of Animal Physiology and Climatology, Indian Veterinary Research Institute, Izatnagar, India
| | - M R Verma
- Division of Livestock Economics and Statistics, Indian Veterinary Research Institute, Izatnagar, India
| | - Rahul Katiyar
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - Ramamoorthy Muthu
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - L Bhutia
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - Abhishek Kumar
- Division of Animal Reproduction, Indian Veterinary Research Institute, Izatnagar, India
| | - Rohit Singh
- Division of Pathology, ICAR - Indian Veterinary Research Institute, Izatnagar, India
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Kar SS, Cetin H, Lunasco L, Le TK, Zahid R, Meng X, Srivastava SK, Madabhushi A, Ehlers JP. OCT-Derived Radiomic Features Predict Anti-VEGF Response and Durability in Neovascular Age-Related Macular Degeneration. Ophthalmol Sci 2022; 2:100171. [PMID: 36531588 PMCID: PMC9754979 DOI: 10.1016/j.xops.2022.100171] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/09/2022] [Revised: 04/15/2022] [Accepted: 05/12/2022] [Indexed: 06/17/2023]
Abstract
PURPOSE No established biomarkers currently exist for therapeutic efficacy and durability of anti-VEGF therapy in neovascular age-related macular degeneration (nAMD). This study evaluated radiomic-based quantitative OCT biomarkers that may be predictive of anti-VEGF treatment response and durability. DESIGN Assessment of baseline biomarkers using machine learning (ML) classifiers to predict tolerance to anti-VEGF therapy. PARTICIPANTS Eighty-one participants with treatment-naïve nAMD from the OSPREY study, including 15 super responders (patients who achieved and maintained retinal fluid resolution) and 66 non-super responders (patients who did not achieve or maintain retinal fluid resolution). METHODS A total of 962 texture-based radiomic features were extracted from fluid, subretinal hyperreflective material (SHRM), and different retinal tissue compartments of OCT scans. The top 8 features, chosen by the minimum redundancy maximum relevance feature selection method, were evaluated using 4 ML classifiers in a cross-validated approach to distinguish between the 2 patient groups. Longitudinal assessment of changes in different texture-based radiomic descriptors (delta-texture features) between baseline and month 3 also was performed to evaluate their association with treatment response. Additionally, 8 baseline clinical parameters and a combination of baseline OCT, delta-texture features, and the clinical parameters were evaluated in a cross-validated approach in terms of association with therapeutic response. MAIN OUTCOME MEASURES The cross-validated area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and specificity were calculated to validate the classifier performance. RESULTS The cross-validated AUC by the quadratic discriminant analysis classifier was 0.75 ± 0.09 using texture-based baseline OCT features. The delta-texture features within different OCT compartments between baseline and month 3 yielded an AUC of 0.78 ± 0.08. The baseline clinical parameters sub-retinal pigment epithelium volume and intraretinal fluid volume yielded an AUC of 0.62 ± 0.07. When all the baseline, delta, and clinical features were combined, a statistically significant improvement in the classifier performance (AUC, 0.81 ± 0.07) was obtained. CONCLUSIONS Radiomic-based quantitative assessment of OCT images was shown to distinguish between super responders and non-super responders to anti-VEGF therapy in nAMD. The baseline fluid and SHRM delta-texture features were found to be most discriminating across groups.
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Key Words
- 3D, 3-dimensional
- AMD, age-related macular degeneration
- AUC, area under the receiver operating characteristic curve
- AUC-PRC, area under the precision recall curve
- IAI, intravitreal aflibercept injection
- ILM, internal limiting membrane
- IRF, intraretinal fluid
- ML, machine learning
- OCT
- QDA, quadratic discriminant analysis
- RFI, retinal fluid index
- RPE, retinal pigment epithelium
- Radiomics
- SHRM, subretinal hyperreflective material
- SRF, subretinal fluid
- SRFI, subretinal fluid index
- TRFI, total retinal fluid index
- Wet age-related macular degeneration
- mRmR, minimum redundancy maximum relevance
- nAMD, neovascular age-related macular degeneration
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Affiliation(s)
- Sudeshna Sil Kar
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio
| | - Hasan Cetin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Leina Lunasco
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Thuy K. Le
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Robert Zahid
- Novartis Pharmaceuticals, East Hanover, New Jersey
| | - Xiangyi Meng
- Novartis Pharmaceuticals, East Hanover, New Jersey
| | - Sunil K. Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Anant Madabhushi
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio
- Louis Stokes Cleveland Veterans Administration Medical Center, Cleveland, Ohio
| | - Justis P. Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
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Yordi S, Sarici K, Cetin H, Lunasco LM, Le TK, Sevgi DD, Zahid R, Meng X, Reese JL, Srivastava SK, Ehlers JP. Bacillary Detachment in Neovascular Age-Related Macular Degeneration: Incidence, Clinical Features, and Response to Anti-VEGF Therapy. Ophthalmol Retina 2022; 6:1061-1069. [PMID: 35654365 PMCID: PMC10576655 DOI: 10.1016/j.oret.2022.05.022] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 05/23/2022] [Accepted: 05/24/2022] [Indexed: 06/15/2023]
Abstract
OBJECTIVE To evaluate the incidence of bacillary layer detachment among patients with neovascular age-related macular degeneration (nAMD) and their response to anti-VEGF therapy. DESIGN Post hoc analysis of the OSPREY clinical trial, a prospective, double-masked, phase II study comparing 6-mg brolucizumab with 2-mg aflibercept over 56 weeks. PARTICIPANTS Participants with treatment-naive nAMD at the initiation of the trial were included in the analysis (n = 81). METHODS Spectral-domain OCT (SD-OCT) scans were obtained at 4-week intervals throughout the OSPREY study and were segmented automatically using a proprietary, machine learning-enabled higher-order feature-extraction platform. MAIN OUTCOME MEASURES The presence of bacillary detachment, and in these eyes the effect of anti-VEGF therapy on change from baseline in visual acuity (VA), central subfield thickness (CST), retinal fluid volumes, subretinal hyper-reflective material (SHRM) volume, subretinal pigment epithelium (sub-RPE) fluid volume, and ellipsoid zone (EZ) integrity at week 56. RESULTS Bacillary detachment was identified in 7.4% (6 of 81) eyes, which had higher fluid volumes, increased CST, EZ attenuation, and increased sub-RPE volume at baseline compared with eyes without bacillary detachment. Anti-VEGF treatment resulted in the resolution of bacillary detachment in 100% of the eyes. In eyes with bacillary detachment at baseline, the anti-VEGF treatment decreased CST, fluid burden, and SHRM volumes throughout the treatment course; however, there was no significant change from baseline in VA, sub-RPE volume, or EZ integrity throughout the 56-week course of anti-VEGF treatment. CONCLUSIONS Bacillary detachment is an OCT signature that is identifiable in a notable proportion of nAMD eyes. Anti-VEGF therapy resulted in 100% resolution of bacillary detachment and significant decreases in CST and SHRM volume; however, improvements in VA may have been limited by persistent EZ attenuation.
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Affiliation(s)
- Sari Yordi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Kubra Sarici
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Hasan Cetin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Leina M Lunasco
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Thuy K Le
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Duriye Damla Sevgi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Robert Zahid
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
| | - Xiangyi Meng
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
| | - Jamie L Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
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30
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Abraham JR, Jaffe GJ, Kaiser PK, Chiu SJ, Loo J, Farsiu S, Bouckaert L, Karageozian V, Sarayba M, Srivastava SK, Ehlers JP. Impact of Baseline Quantitative OCT Features on Response to Risuteganib for the Treatment of Dry Age-Related Macular Degeneration: The Importance of Outer Retinal Integrity. Ophthalmol Retina 2022; 6:1019-1027. [PMID: 35569763 PMCID: PMC9637705 DOI: 10.1016/j.oret.2022.05.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 04/25/2022] [Accepted: 05/06/2022] [Indexed: 11/21/2022]
Abstract
OBJECTIVE The purpose of the study was to perform a post hoc analysis to explore the effect of baseline anatomic characteristics identified on OCT on best-corrected visual acuity (BCVA) responses to risuteganib from the completed phase II study in subjects with dry age-related macular degeneration (AMD). DESIGN Post hoc analysis of a randomized, double-masked, placebo-controlled, phase II study. SUBJECTS Eyes with intermediate dry AMD with BCVA between 20/40 and 20/200. Patients with concurrent vision-influencing or macula-obscuring ocular pathologies were excluded. METHODS Patients were randomized to receive a 1-mg intravitreal risuteganib injection or a sham injection at baseline. A second 1-mg intravitreal injection of risuteganib was given at week 16 to those in the treatment arm. Two independent, masked reading centers evaluated the baseline anatomic characteristics on OCT to explore features associated with positive responses to risuteganib. MAIN OUTCOME MEASURES Treatment response was defined as a gain of ≥ 8 letters in BCVA from baseline to week 28 in the treatment arm, compared with baseline to week 12 in the sham group. Anatomic parameters, measured by retinal segmentation platforms, including measures of retinal thickness were compared between the responders and nonresponders to risuteganib. RESULTS Thirty-nine patients completed the study and underwent analysis. In the treatment arm, 48% of eyes demonstrated treatment responses, compared with 7% in the sham group. In the quantitative anatomic assessment, enhanced ellipsoid integrity, greater outer retinal thickness, and decreased geographic atrophy were associated with increased BCVA gains to risuteganib. CONCLUSIONS This post hoc analysis demonstrated that baseline OCT features may help determine the likelihood of a functional response to risuteganib. The characterization of higher-order OCT features may provide important information regarding biomarkers for treatment response and could facilitate optimized clinical trial enrollment and enrichment.
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Affiliation(s)
- Joseph R Abraham
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Glenn J Jaffe
- Department of Ophthalmology, Duke University, Durham, North Carolina
| | | | - Stephanie J Chiu
- Department of Ophthalmology, Duke University, Durham, North Carolina; Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Jessica Loo
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Sina Farsiu
- Department of Ophthalmology, Duke University, Durham, North Carolina; Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | | | | | | | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio; Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.
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Abraham JR, Wykoff CC, Arepalli S, Lunasco L, Yu HJ, Martin A, Mugnaini C, Hu M, Reese J, Srivastava SK, Brown DM, Ehlers JP. Exploring the angiographic-biologic phenotype in the IMAGINE study: quantitative UWFA and cytokine expression. Br J Ophthalmol 2022; 106:1444-1449. [PMID: 34099465 PMCID: PMC8761372 DOI: 10.1136/bjophthalmol-2020-318726] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2020] [Revised: 03/25/2021] [Accepted: 04/14/2021] [Indexed: 11/03/2022]
Abstract
BACKGROUND This study investigates the association of intraocular cytokine expression and ultrawide-field fluorescein angiography (UWFA) quantitative imaging biomarkers and their association with angiographical feature response after antivascular endothelial growth factor (VEGF) therapy in diabetic macular oedema (DME). METHODS The IMAGINE DME study is a post hoc imaging biomarker and intraocular cytokine assessment from the DAVE study, a prospective DME clinical trial that included aqueous humour sampling and UWFA imaging. Fifty-four cytokines associated with inflammation and angiogenesis were evaluated through multiplex arrays. UWFA parameters were assessed using an automated feature analysis platform to determine ischaemic and leakage indices and microaneurysm (MA) count. Eyes were classified into UWFA responder or non-responder groups based on longitudinal quantitative UWFA parameter improvement. Cytokine expression was correlated with UWFA metrics and evaluated in the context of therapeutic response. RESULTS Twenty-one eyes were included with a mean age of 55±10 years. Increased panretinal leakage index correlated with VEGF (r=0.70, p=0.0005), angiopoietin-like 4 (r=0.77, p=4.6E-5) and interleukin (IL)-6 (r=0.64, p=0.002). Panretinal ischaemic index was associated with tissue inhibitor of metalloproteinases 1 (TIMP-1, r=0.49, p=0.03) and peripheral ischaemia correlated with VEGF (r=0.45, p=0.05). MA count correlated with increased monocyte chemotactic protein-4 (MCP-4, r=0.60, p=0.004) and platelet and endothelial cell adhesion molecule 1 (PECAM-1, r=0.58, p=0.005). Longitudinal MA reduction was associated with decreased baseline VEGF and urokinase receptor (uPAR) (p<0.05). High baseline VEGF and IL-6 were associated with dramatic reduction in macular leakage (p<0.05). CONCLUSIONS Baseline and longitudinal quantitative UWFA imaging parameters correlated with multiple aqueous humour cytokine concentrations, including VEGF and IL-6. Further research is needed to assess the possible implications of using these findings for evaluating treatment response.
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Affiliation(s)
- Joseph R Abraham
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
| | - Charles C Wykoff
- Retina Consultants of Texas, Retina Consultants of America, Houston, Texas, USA
- Blanton Eye Institute, Houston Methodist Hospital & Weill Cornell Medical College, Houston, Texas, USA
| | - Sruthi Arepalli
- Vitreoretinal Service, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
| | - Leina Lunasco
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
| | - Hannah J Yu
- Retina Consultants of Texas, Retina Consultants of America, Houston, Texas, USA
| | - Alison Martin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
| | - Christopher Mugnaini
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
| | - Ming Hu
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
- Quantitative Health Sciences, Cleveland Clinic, Cleveland, Ohio, USA
| | - Jamie Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
- Vitreoretinal Service, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
| | - David M Brown
- Retina Consultants of Texas, Retina Consultants of America, Houston, Texas, USA
- Blanton Eye Institute, Houston Methodist Hospital & Weill Cornell Medical College, Houston, Texas, USA
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
- Vitreoretinal Service, Cleveland Clinic Cole Eye Institute, Cleveland, Ohio, USA
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Sevgi DD, Srivastava SK, Wykoff C, Scott AW, Hach J, O'Connell M, Whitney J, Vasanji A, Reese JL, Ehlers JP. Deep learning-enabled ultra-widefield retinal vessel segmentation with an automated quality-optimized angiographic phase selection tool. Eye (Lond) 2022; 36:1783-1788. [PMID: 34373610 PMCID: PMC9391395 DOI: 10.1038/s41433-021-01661-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Revised: 05/22/2021] [Accepted: 06/21/2021] [Indexed: 11/09/2022] Open
Abstract
OBJECTIVES To demonstrate the feasibility of a deep learning-based vascular segmentation tool for UWFA and evaluate its ability to automatically identify quality-optimized phase-specific images. METHODS Cumulative retinal vessel areas (RVA) were extracted from all available UWFA frames. Cubic splines were fitted for serial vascular assessment throughout the angiographic phases of eyes with diabetic retinopathy (DR), sickle cell retinopathy (SCR), or normal retinal vasculature. The image with maximum RVA was selected as the optimum early phase. A late phase frame was selected at a minimum of 4 min that most closely mirrored the RVA from the selected early image. Trained image analysts evaluated the selected pairs. RESULTS A total of 13,980 UWFA sequences from 462 sessions were used to evaluate the performance and 1578 UWFA sequences from 66 sessions were used to create cubic splines. Maximum RVA was detected at a mean of 41 ± 15, 47 ± 27, 38 ± 8 s for DR, SCR, and normals respectively. In 85.2% of the sessions, appropriate images for both phases were successfully identified. The individual success rate was 90.7% for early and 94.6% for late frames. CONCLUSIONS Retinal vascular characteristics are highly phased and field-of-view sensitive. Vascular parameters extracted by deep learning algorithms can be used for quality assessment of angiographic images and quality optimized phase selection. Clinical applications of a deep learning-based vascular segmentation and phase selection system might significantly improve the speed, consistency, and objectivity of UWFA evaluation.
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Affiliation(s)
- Duriye Damla Sevgi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Charles Wykoff
- Retina Consultants of America, Houston, Texas; Blanton Eye Institute, Houston Methodist Hospital & Weill Cornell Medical College, Houston, TX, USA
| | - Adrienne W Scott
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jenna Hach
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Margaret O'Connell
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Jon Whitney
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - Jamie L Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA.
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Ehlers JP, Patel N, Kaiser PK, Heier JS, Brown DM, Meng X, Reese J, Lunasco L, Le TK, Hu M, Srivastava SK. The Association of Fluid Volatility With Subretinal Hyperreflective Material and Ellipsoid Zone Integrity in Neovascular AMD. Invest Ophthalmol Vis Sci 2022; 63:17. [PMID: 35713892 PMCID: PMC9206498 DOI: 10.1167/iovs.63.6.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To evaluate the association of fluid volatility with ellipsoid zone (EZ) integrity and subretinal hyperreflective material (SHRM) volume during anti–vascular endothelial growth factor (VEGF) therapy in neovascular age-related macular degeneration (nAMD). Methods This study was a post hoc analysis of the OSPREY study. Retinal volatility was quantified as the standard deviation across weeks 12 to 56 for six optical coherence tomography (OCT) metrics: central subfield thickness (CST), total fluid (TF) volume, subretinal fluid (SRF) volume, intraretinal fluid (IRF) volume, macular total retinal fluid index (TRFI), and central macular TRFI. Eyes with volatility ≤ 25th or ≥ 75th percentile values were compared. Results Eyes with low volatility in several exudative metrics showed greater change from baseline in SHRM volume at week 12 than eyes with high volatility. During the maintenance phase (weeks 12–56), eyes exhibiting high SRF volatility demonstrated increased SHRM volume compared to eyes with low SRF volatility (P = 0.027). Eyes exhibiting high volatility in CST, TF, and SRF demonstrated less improvement in EZ total attenuation (P < 0.001, P = 0.033, and P = 0.043, respectively) than eyes with low volatility. Early exudative instability (i.e., between weeks 4–8 or weeks 8–12) in multiple parameters (i.e., CST, TF, IRF, macular TRFI, or central macular TRFI) was associated with greater volatility during the maintenance phase (P < 0.05). Conclusions Greater volatility in exudative OCT metrics, particularly SRF volatility, was associated with a greater increase in SHRM and less improvement in EZ integrity, suggesting that volatility is detrimental to multiple anatomic features in nAMD. Early exudative instability during the loading phase of treatment was associated with longer-term volatility in exudation.
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Affiliation(s)
- Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio, United States.,Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio, United States
| | - Nikhil Patel
- Novartis Pharmaceuticals, East Hanover, New Jersey, United States
| | - Peter K Kaiser
- Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio, United States
| | - Jeffrey S Heier
- Ophthalmic Consultants of Boston, Boston, Massachusetts, United States
| | - David M Brown
- Retina Consultants of Houston, Houston, Texas, United States
| | - Xiangyi Meng
- Novartis Pharmaceuticals, East Hanover, New Jersey, United States
| | - Jamie Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio, United States.,Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio, United States
| | - Leina Lunasco
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio, United States.,Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio, United States
| | - Thuy K Le
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio, United States.,Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio, United States
| | - Ming Hu
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio, United States.,Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, United States
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, Ohio, United States.,Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio, United States
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Kar SS, Abraham J, Wykoff CC, Sevgi DD, Lunasco L, Brown DM, Srivastava SK, Madabhushi A, Ehlers JP. Computational Imaging Biomarker Correlation with Intraocular Cytokine Expression in Diabetic Macular Edema. Ophthalmology Science 2022; 2:100123. [PMID: 36249694 PMCID: PMC9560558 DOI: 10.1016/j.xops.2022.100123] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/24/2021] [Revised: 01/22/2022] [Accepted: 01/27/2022] [Indexed: 11/03/2022]
Abstract
Purpose Design Participants Methods Main Outcome Measures Results Conclusions
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Sevgi DD, Srivastava SK, Whitney J, O'Connell M, Kar SS, Hu M, Reese J, Madabhushi A, Ehlers JP. Characterization of Ultra-Widefield Angiographic Vascular Features in Diabetic Retinopathy with Automated Severity Classification. Ophthalmol Sci 2022; 1. [PMID: 35224527 PMCID: PMC8870443 DOI: 10.1016/j.xops.2021.100049] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Purpose To determine the association between diabetic retinopathy (DR) severity and quantitative retinal vascular features. Design Retrospective image analysis study. Participants Eyes with DR and eyes with no posterior segment disease (normal eyes) that had undergone ultra-widefield fluorescein angiography (UWFA) with associated color fundus photography. Exclusion criteria were any previous laser photocoagulation, low image quality, intravitreal or periocular pharmacotherapy within 6 months of imaging, and any other significant retinal disease including posterior uveitis, retinal vein occlusion, and choroidal neovascularization. Methods The centered early mid-phase UWFA frame that captured the maximum vessel area was selected using automated custom software for each eye. Panretinal and zonal vascular features were extracted using a machine learning algorithm. Eyes with DR were graded for DR severity as mild nonproliferative DR (NPDR), moderate NPDR, severe NPDR, and proliferative DR (PDR). Parameters of normal eyes were compared with age- and gender-matched patients with DR using the t test. Differences between severity groups were evaluated by the analysis of variance and Kruskal-Wallis tests, generalized linear mixed-effects models, and random forest regression models. Main Outcome Measures Diabetic retinopathy severity and vascular features (panretinal and zonal vessel area, length and geodesic distance, panretinal area index, tortuosity measures, vascular density measures, and zero vessel density rate). Results Ninety-seven eyes from 60 patients with DR and 12 normal eyes from 12 patients that underwent UWFA for evaluation of fellow eye pathology had images of sufficient quality to be included in this analysis. The mean age was 60 ± 10 years in DR eyes and 46 ± 17 years in normal eyes. Panretinal vessel area, mean geodesic distance, skewness, and kurtosis of local vessel density was significantly higher in normal eyes compared with the age- and gender-matched eyes with DR (P < 0.05). Zero vessel density rate, skewness of vessel density, and mean mid-peripheral geodesic distance were among the most important features for distinguishing mild NPDR from advanced forms of DR and PDR versus eyes without PDR. Conclusions Automated analysis of retinal vasculature demonstrated associations with DR severity and visual and subvisual vascular biomarkers. Further studies are needed to evaluate the clinical significance of these parameters for DR prognosis and therapeutic response.
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Affiliation(s)
- Duriye Damla Sevgi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Jon Whitney
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Margaret O'Connell
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Sudeshna Sil Kar
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.,Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio
| | - Ming Hu
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio.,Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio
| | - Jamie Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Anant Madabhushi
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
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36
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Gupta A, Hillier AD, Telling MTF, Srivastava SK. Local magnetic behaviour of highly disordered undoped and Co-doped Bi2Se3 nanoplates: a muon spin relaxation study. Nanotechnology 2022; 33:215701. [PMID: 35130523 DOI: 10.1088/1361-6528/ac5285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 02/07/2022] [Indexed: 06/14/2023]
Abstract
Magnetism induced by defects in nominally non-magnetic solids has attracted intense scientific interest in recent years. The local magnetism in highly disordered undoped and Co-doped topological insulator (TI) Bi2Se3nanoplates has been investigated by muon spin relaxation (μSR). UsingμSR spectroscopy, together with other macroscopic characterizations, we find that these nanoplates are composed of a core with both static fields and dynamically fluctuating moments, and a shell with purely dynamically fluctuating moments. The fluctuations in the core die out at low temperatures, while those in the shell continue till 2 K. When Bi2Se3is doped with Co, the static magnetic component increases, whilst keeping the dual (static-plus-dynamic) nature intact. The findings indicate that highly disordered TI's could constitute a new class of promising magnetic materials that can be engineered by magnetic impurity doping.
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Affiliation(s)
- Anu Gupta
- Department of Physics, Indian Institute of Technology Kharagpur, Kharagpur 721302, India
| | - A D Hillier
- ISIS Neutron and Muon Facility, STFC Rutherford Appleton Laboratory, Chilton, Didcot OX11 0QX, United Kingdom
| | - M T F Telling
- ISIS Neutron and Muon Facility, STFC Rutherford Appleton Laboratory, Chilton, Didcot OX11 0QX, United Kingdom
| | - S K Srivastava
- Department of Physics, Indian Institute of Technology Kharagpur, Kharagpur 721302, India
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Tuifua TS, Abraham JR, Srivastava SK, Kaiser PK, Reese J, Ehlers JP. LONGITUDINAL ELLIPSOID ZONE AND OUTER RETINAL INTEGRITY DYNAMICS AFTER EPIRETINAL MEMBRANE SURGERY. Retina 2022; 42:265-273. [PMID: 34561406 PMCID: PMC8776576 DOI: 10.1097/iae.0000000000003306] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
PURPOSE To quantify ellipsoid zone (EZ) changes in integrity after epiretinal membrane (ERM) surgery, correlate findings to visual acuity, and determine predictors for prognosis. METHODS A post hoc analysis of eyes undergoing ERM surgery pooled from the prospective DISCOVER intraoperative optical coherence tomography study and eyes undergoing conventional ERM surgery without intraoperative optical coherence tomography. Quantitative EZ features were extracted using a multilayer machine learning enabled automated segmentation platform after image analyst review/correction for segmentation accuracy. Visual acuity and EZ integrity were quantitatively assessed and correlated before and after ERM surgery. Multiple linear regression was performed to assess preoperative visual acuity and EZ features as predictors for improvement in visual acuity or EZ integrity. RESULTS There were 177 eyes from 177 subjects that underwent ERM surgery from the DISCOVER and conventional arms. Improvement in visual acuity and multiple EZ integrity features was noted after ERM surgery, including EZ partial attenuation and EZ-retinal pigment epithelium (RPE) volume (P < 0.05). A reduction in EZ partial attenuation and increase in EZ-RPE central subfield thickness (EZ-RPE CST) was significantly correlated with improved visual acuity after ERM surgery (P < 0.05). More robust EZ-RPE CST at baseline predicted visual acuity improvement after ERM peel in regression modeling (β = 0.005, P < 0.05). CONCLUSIONS Longitudinal assessment of EZ features demonstrates significant postoperative improvement in multiple EZ integrity metrics after ERM surgery. Improving EZ integrity was correlated to improving the visual acuity. Ellipsoid zone integrity and visual acuity were significant predictors in regression modeling and may have value in clinical prognostication.
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Affiliation(s)
- Tisileli S. Tuifua
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland OH
- Cleveland Clinic Lerner College of Medicine of Case Western Reserve University
| | - Joseph R. Abraham
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland OH
| | - Sunil K. Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland OH
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland OH
| | - Peter K. Kaiser
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland OH
| | - Jamie Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland OH
| | - Justis P. Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland OH
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland OH
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Sarici K, Petkovsek D, Martin A, Yuan A, Goshe JM, Srivastava SK, Reese JL, Ehlers JP. Corneal epithelial defects following vitreoretinal surgery: incidence and outcomes from the DISCOVER study. Int J Ophthalmol 2022; 15:83-88. [PMID: 35047361 DOI: 10.18240/ijo.2022.01.13] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Accepted: 08/12/2021] [Indexed: 01/24/2023] Open
Abstract
AIM To investigate the incidence, risk factors, clinical course, and outcomes of corneal epithelial defects (CED) following vitreoretinal surgery in a prospective study setting. METHODS This was a post-hoc analysis of all participants in DISCOVER intraoperative optical coherence tomography study. Subjects with CED 1d after surgery without intraoperative corneal debridement was defined as the postoperative CED group. Subjects who underwent intraoperative debridement were defined as intraoperative debridement group. Eyes were matched 2:1 with controls (eyes without postoperative CED) for comparative assessment. The primary outcomes were the incidence of CED on postoperative day one and the incidence of required intraoperative debridement. Secondary outcomes included time to defect closure, delayed healing (>2wk), visual acuity (VA) and presence of scarring at one year and cornea consult. RESULTS This study included 856 eyes that underwent vitreoretinal surgery. Intraoperative corneal debridement was performed to 61 (7.1%) subjects and postoperative CED developed spontaneously in 94 (11.0%) subjects. Significant factors associated with postoperative CED included prolonged surgical duration (P=0.003), diabetes mellitus (P=0.04), postoperative ocular hypotension (P<0.001). Prolonged surgical duration was associated with intraoperative debridement. Delayed defect closure time (>2wk) was associated with corneal scar formation at the end of the 1y in all epithelial defect subjects (P<0.001). The overall rate of corneal scarring for all eyes undergoing vitrectomy was 1.8%. CONCLUSION Prolonged duration of surgery is the strongest factor associated with both intraoperative debridement and spontaneous postoperative CED. Delayed defect closure is associated with a greater risk of corneal scarring at one year. The overall rate of corneal scarring following vitrectomy is low at <2%.
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Affiliation(s)
- Kubra Sarici
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Daniel Petkovsek
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Alison Martin
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Alex Yuan
- Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Jeffrey M Goshe
- Cornea Service, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA.,Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Jamie L Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA.,Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA
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Dong V, Sevgi DD, Kar SS, Srivastava SK, Ehlers JP, Madabhushi A. Evaluating the utility of deep learning for predicting therapeutic response in diabetic eye disease. Front Ophthalmol (Lausanne) 2022; 2:852107. [PMID: 36744216 PMCID: PMC9894083 DOI: 10.3389/fopht.2022.852107] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Purpose Deep learning (DL) is a technique explored within ophthalmology that requires large datasets to distinguish feature representations with high diagnostic performance. There is a need for developing DL approaches to predict therapeutic response, but completed clinical trial datasets are limited in size. Predicting treatment response is more complex than disease diagnosis, where hallmarks of treatment response are subtle. This study seeks to understand the utility of DL for clinical problems in ophthalmology such as predicting treatment response and where large sample sizes for model training are not available. Materials and Methods Four DL architectures were trained using cross-validated transfer learning to classify ultra-widefield angiograms (UWFA) and fluid-compartmentalized optical coherence tomography (OCT) images from a completed clinical trial (PERMEATE) dataset (n=29) as tolerating or requiring extended interval Anti-VEGF dosing. UWFA images (n=217) from the Anti-VEGF study were divided into five increasingly larger subsets to evaluate the influence of dataset size on performance. Class activation maps (CAMs) were generated to identify regions of model attention. Results The best performing DL model had a mean AUC of 0.507 ± 0.042 on UWFA images, and highest observed AUC of 0.503 for fluid-compartmentalized OCT images. DL had a best performing AUC of 0.634 when dataset size was incrementally increased. Resulting CAMs show inconsistent regions of interest. Conclusions This study demonstrated the limitations of DL for predicting therapeutic response when large datasets were not available for model training. Our findings suggest the need for hand-crafted approaches for complex and data scarce prediction problems in ophthalmology.
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Affiliation(s)
- Vincent Dong
- The Center for Computational Imaging and Personalized Diagnostics, Case Western Reserve University, Department of Biomedical Engineering, Cleveland, OH, United States
| | - Duriye Damla Sevgi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, United States
| | - Sudeshna Sil Kar
- The Center for Computational Imaging and Personalized Diagnostics, Case Western Reserve University, Department of Biomedical Engineering, Cleveland, OH, United States
| | - Sunil K. Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, United States
| | - Justis P. Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, United States,,CORRESPONDENCE: Justis P. Ehlers Anant Madabhushi
| | - Anant Madabhushi
- Wallace H Coulter Department of Biomedical Engineering, Emory University and Georgia Institute for Technology, Atlanta, GA, United States,,Atlanta Veterans Administration Medical Center, Atlanta, GA, United States,CORRESPONDENCE: Justis P. Ehlers Anant Madabhushi
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Sarici K, Abraham JR, Sevgi DD, Lunasco L, Srivastava SK, Whitney J, Cetin H, Hanumanthu A, Bell JM, Reese JL, Ehlers JP. Risk Classification for Progression to Subfoveal Geographic Atrophy in Dry Age-Related Macular Degeneration Using Machine Learning-Enabled Outer Retinal Feature Extraction. Ophthalmic Surg Lasers Imaging Retina 2022; 53:31-39. [PMID: 34982004 DOI: 10.3928/23258160-20211210-01] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
BACKGROUND AND OBJECTIVE To evaluate the utility of spectral-domain optical coherence tomography biomarkers to predict the development of subfoveal geographic atrophy (sfGA). PATIENTS AND METHODS This was a retrospective cohort analysis including 137 individuals with dry age-related macular degeneration without sfGA with 5 years of follow-up. Multiple spectral-domain optical coherence tomography quantitative metrics were generated, including ellipsoid zone (EZ) integrity and subretinal pigment epithelium (sub-RPE) compartment features. RESULTS Reduced mean EZ-RPE central subfield thickness and increased sub-RPE compartment thickness were significantly different between sfGA convertors and nonconvertors at baseline in both 2-year and 5-year sfGA risk assessment. Longitudinal change assessment showed a significantly higher degradation of EZ integrity in sfGA convertors. The predictive performance of a machine learning classification model based on 5-year and 2-year risk conversion to sfGA demonstrated an area under the receiver operating characteristic curve of 0.92 ± 0.06 and 0.96 ± 0.04, respectively. CONCLUSIONS Quantitative outer retinal and sub-RPE feature assessment using a machine learning-enabled retinal segmentation platform provides multiple parameters that are associated with progression to sfGA. [Ophthalmic Surg Lasers Imaging. 2022;53:31-39.].
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Knapp AN, Arshad JI, Martin DF, Hajj-Ali R, Baynes K, Lowder CY, Srivastava SK. Retinal Vasculitis Associated With Dermatomyositis Treated With Intravenous Steroids. Journal of VitreoRetinal Diseases 2022; 6:75-79. [PMID: 37007729 PMCID: PMC9976221 DOI: 10.1177/24741264211018960] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Purpose: This work aims to present treatment and long-term follow-up of a 31-year-old woman with dermatomyositis who presented with hemorrhagic retinal vasculitis and macular edema. Methods: A retrospective case report is presented. Results: A 31-year-old woman with dermatomyositis treated with systemic immunosuppression was evaluated for acute, reduced vision. Best-corrected visual acuity was hand motion in the right eye and 20/200 in the left eye. Fundus examination revealed diffuse intraretinal hemorrhages, cotton-wool spots, and vascular sheathing with a frosted branch angiitis–like appearance. Optical coherence tomography revealed significant macular edema and subretinal fluid that quickly resolved after admission and treatment with intravenous steroids. Multimodal imaging at 7-year follow-up disclosed long-term sequelae including peripheral nonperfusion and retinal neovascularization. Conclusions: When vasculitis associated with dermatomyositis is treated aggressively with intravenous steroids at initial presentation, good visual acuity outcomes can be achieved, but long-term consequences of retinal nonperfusion and neovascularization persist.
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Affiliation(s)
| | | | | | - Rula Hajj-Ali
- Rheumatology Department, Cleveland Clinic, Cleveland, OH, USA
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Kalra G, Kar SS, Sevgi DD, Madabhushi A, Srivastava SK, Ehlers JP. Quantitative Imaging Biomarkers in Age-Related Macular Degeneration and Diabetic Eye Disease: A Step Closer to Precision Medicine. J Pers Med 2021; 11:1161. [PMID: 34834513 PMCID: PMC8622761 DOI: 10.3390/jpm11111161] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 10/31/2021] [Accepted: 11/04/2021] [Indexed: 01/21/2023] Open
Abstract
The management of retinal diseases relies heavily on digital imaging data, including optical coherence tomography (OCT) and fluorescein angiography (FA). Targeted feature extraction and the objective quantification of features provide important opportunities in biomarker discovery, disease burden assessment, and predicting treatment response. Additional important advantages include increased objectivity in interpretation, longitudinal tracking, and ability to incorporate computational models to create automated diagnostic and clinical decision support systems. Advances in computational technology, including deep learning and radiomics, open new doors for developing an imaging phenotype that may provide in-depth personalized disease characterization and enhance opportunities in precision medicine. In this review, we summarize current quantitative and radiomic imaging biomarkers described in the literature for age-related macular degeneration and diabetic eye disease using imaging modalities such as OCT, FA, and OCT angiography (OCTA). Various approaches used to identify and extract these biomarkers that utilize artificial intelligence and deep learning are also summarized in this review. These quantifiable biomarkers and automated approaches have unleashed new frontiers of personalized medicine where treatments are tailored, based on patient-specific longitudinally trackable biomarkers, and response monitoring can be achieved with a high degree of accuracy.
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Affiliation(s)
- Gagan Kalra
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA; (G.K.); (D.D.S.); (S.K.S.)
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery & Advanced, Cleveland Clinic, Cleveland, OH 44195, USA;
| | - Sudeshna Sil Kar
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery & Advanced, Cleveland Clinic, Cleveland, OH 44195, USA;
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA;
| | - Duriye Damla Sevgi
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA; (G.K.); (D.D.S.); (S.K.S.)
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery & Advanced, Cleveland Clinic, Cleveland, OH 44195, USA;
| | - Anant Madabhushi
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA;
- Louis Stokes Cleveland Veterans Administration Medical Center, Cleveland, OH 44106, USA
| | - Sunil K. Srivastava
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA; (G.K.); (D.D.S.); (S.K.S.)
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery & Advanced, Cleveland Clinic, Cleveland, OH 44195, USA;
| | - Justis P. Ehlers
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44195, USA; (G.K.); (D.D.S.); (S.K.S.)
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery & Advanced, Cleveland Clinic, Cleveland, OH 44195, USA;
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Dwivedi A, Srivastava M, Srivastava A, Srivastava SK. Synthesis of high luminescent Eu 3+ doped nanoparticle and its application as highly sensitive and selective detection of Fe 3+ in real water and human blood serum. Spectrochim Acta A Mol Biomol Spectrosc 2021; 260:119942. [PMID: 34015746 DOI: 10.1016/j.saa.2021.119942] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Revised: 04/30/2021] [Accepted: 05/06/2021] [Indexed: 06/12/2023]
Abstract
The present work reports a highly efficient Ca doped Eu: Y2O3 i.e Ca0.05Eu0.01Y1.94O3 (CEY.) nanophosphor material synthesized through a facile combustion method, as a simple and selective turn-off fluorescence probe for the quantitative analysis of iron ions (Fe3+). The proposed sensor allows the quantification of iron in the range of 10 µM-90 µM with a limit of detection (LOD) ∼ 63.2 nM under the natural pH range. Moreover, CEY nanophosphor shows an excellent fluorescence phenomenon with a gradual increase in the Fe3+ ion concentration. It has been observed that the corresponding PL intensity gets completely quenched with 500 µM Fe3+ ion concentration. Furthermore, the applicability of the sensor as an efficient probe has been investigated with real water samples, iron tablets, and human blood serum (HBS). The selectivity of the probe has also been analyzed with various metal ions and biomolecules. Thus, in turn, the as-obtained sensing probe illustrates an excellent accuracy, sensitivity, and selectivity, and offers potential application in clinical diagnosis, biological and real water sample studies, with the detection of Fe3+ ion. Furthermore, it does not require any acidic medium for a level-free, and non-enzymic detection of a real sample with almost not affecting the sample quality and henceforth provides more reliable results.
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Affiliation(s)
- Arpita Dwivedi
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi 221005, India
| | - Monika Srivastava
- School of Materials Science and Technology, IIT (BHU), Varanasi 221005, India
| | - Amit Srivastava
- Department of Physics TDPG College, VBS Purvanchal University, Jaunpur 222001, India
| | - S K Srivastava
- Department of Physics, Institute of Science, Banaras Hindu University, Varanasi 221005, India.
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Babiuch AS, Wykoff CC, Yordi S, Yu H, Srivastava SK, Hu M, Le TK, Lunasco L, Reese J, Nittala MG, Sadda SR, Ehlers JP. The 2-Year Leakage Index and Quantitative Microaneurysm Results of the RECOVERY Study: Quantitative Ultra-Widefield Findings in Proliferative Diabetic Retinopathy Treated with Intravitreal Aflibercept. J Pers Med 2021; 11:jpm11111126. [PMID: 34834478 PMCID: PMC8619795 DOI: 10.3390/jpm11111126] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2021] [Revised: 10/27/2021] [Accepted: 10/27/2021] [Indexed: 11/20/2022] Open
Abstract
Eyes with proliferative diabetic retinopathy (PDR) have been shown to improve in the leakage index and microaneurysm (MA) count after intravitreal aflibercept (IAI) treatment. The authors investigated these changes via automatic segmentation on ultra-widefield fluorescein angiography (UWFA). Forty subjects with PDR were randomized to receive either 2 mg IAI every 4 weeks (Arm 1) or every 12 weeks (Arm 2) through Year 1. After Year 1, Arm 1 switched to quarterly IAI and Arm 2 to monthly IAI through Year 2. By Year 2, the Arm 1 leakage index decreased by 43% from Baseline (p = 0.03) but increased by 59% from Year 1 (p = 0.04). Arm 2 decreased by 61% from Baseline (p = 0.008) and by 31% from Year 1 (p = 0.12). Both cohorts exhibited a significant decline in MAs from Baseline to Year 2 (871 to 410; p < 0.001; 776 to 207; p < 0.001, respectively). Subjects with an improved leakage and MA count showed a more significant improvement in the Diabetic Retinopathy Severity Scale (DRSS) score. Moreover, central subfield thickness (CST) was positively associated with changes in the leakage index. In conclusion, the leakage index and MA counts significantly improved from Baseline following IAI treatment, and monthly injections provided a more rapid and sustained reduction in these parameters compared with quarterly injections.
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Affiliation(s)
- Amy S. Babiuch
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (A.S.B.); (S.K.S.); (J.R.)
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
| | - Charles C. Wykoff
- Retina Consultants of Texas, Kingwood, TX 77339, USA; (C.C.W.); (H.Y.)
- Blanton Eye Institute, Houston Methodist Hospital, Houston, TX 77030, USA
| | - Sari Yordi
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
| | - Hannah Yu
- Retina Consultants of Texas, Kingwood, TX 77339, USA; (C.C.W.); (H.Y.)
- Blanton Eye Institute, Houston Methodist Hospital, Houston, TX 77030, USA
| | - Sunil K. Srivastava
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (A.S.B.); (S.K.S.); (J.R.)
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
| | - Ming Hu
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH 44195, USA
| | - Thuy K. Le
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
| | - Leina Lunasco
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
| | - Jamie Reese
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (A.S.B.); (S.K.S.); (J.R.)
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
| | | | - SriniVas R. Sadda
- Doheny Eye Institute, Los Angeles, CA 90033, USA; (M.G.N.); (S.R.S.)
| | - Justis P. Ehlers
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (A.S.B.); (S.K.S.); (J.R.)
- The Tony and Leona Campane Center for Excellence for Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, OH 44106, USA; (S.Y.); (M.H.); (T.K.L.); (L.L.)
- Correspondence: ; Tel.: +1-(216)-636-0183
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Mammo DA, Lowder CY, Srivastava SK. Ocular Syphilis With Phlebitis and Paravenous Pigmentary Retinopathy. Journal of VitreoRetinal Diseases 2021; 6:474-478. [PMID: 37009542 PMCID: PMC9954775 DOI: 10.1177/24741264211046772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Purpose: Ocular syphilis can present as a wide variety of clinical phenotypes, among them panuveitis with vasculitis. Primary retinal phlebitis with resulting paravenous atrophy and pigmentary retinal degeneration is a rare presentation. Methods: A 53-year-old man presented with a 1-year history of bilateral blurry vision. Physical examination demonstrated bilateral anterior chamber and vitreous cell with vitreous haze, hyperemic optic nerves, and atrophic-appearing retina. The left eye demonstrated a nasal area of perivenular vascular sheathing with adjacent retinal whitening. Ancillary testing demonstrated predominantly perivenular leakage involvement. Results: Uveitic workup was positive for syphilis and HIV. The patient was treated with antiretroviral therapy and intravenous penicillin G. He developed progressive paravenous pigmentary changes and atrophy. Conclusions: Syphilis can present with a wide variety of phenotypic manifestations and should also be considered in patients presenting with acute retinal phlebitis or paravenous atrophy in long-standing cases.
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Affiliation(s)
- Danny A. Mammo
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
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Huang HJ, Sevgi DD, Srivastava SK, Reese J, Ehlers JP. Vitreomacular Traction Surgery from the DISCOVER Study: Intraoperative OCT Utility, Ellipsoid Zone Dynamics, and Outcomes. Ophthalmic Surg Lasers Imaging Retina 2021; 52:544-550. [PMID: 34661465 DOI: 10.3928/23258160-20210913-01] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
BACKGROUND AND OBJECTIVES To characterize the clinical and ellipsoid zone (EZ) integrity outcomes in surgical intervention for symptomatic vitreomacular traction (VMT), and to evaluate the utility of intraoperative optical coherence tomography (OCT) during VMT surgery. PATIENTS AND METHODS This was a post-hoc analysis of eyes in the DISCOVER study undergoing pars plana vitrectomy (PPV) with intraoperative OCT for VMT-related macular disease. Data were collected prospectively on feasibility and utility of intraoperative OCT, with follow-up lasting 12 months. RESULTS Forty-three eyes of 41 patients were included and mean visual acuity improved from 20/96 to 20/45 (P < .001). Intraoperative OCT provided information that impacted surgical decision-making in eight patients (18.6%). EZ integrity metrics significantly improved from baseline to 12 months and directly correlated with functional outcomes (P < .001). CONCLUSIONS Retinal function and morphology improved significantly following PPV for VMT. Intraoperative OCT provided surgeon-perceived valuable information in select cases. Further research is needed to determine whether this information impacts overall surgical outcomes. [Ophthalmic Surg Lasers Imaging Retina. 2021;52:544-550.].
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Prathi NB, Durga Rani CV, Balachandran SM, Prakasam V, Chandra Mohan Y, Nagalakshmi S, Srivastava SK, Sundaram RM, Mangrauthia SK. Genome-Wide Expression Profiling of Small RNAs in Indian Strain of Rhizoctonia solani AG1-1A Reveals Differential Regulation of milRNAs during Pathogenesis and Crosstalk of Gene Regulation. J Fungi (Basel) 2021; 7:jof7070561. [PMID: 34356939 PMCID: PMC8304579 DOI: 10.3390/jof7070561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 06/26/2021] [Accepted: 07/08/2021] [Indexed: 11/16/2022] Open
Abstract
Rhizoctonia solani AG1-1A is a necrotrophic fungus that causes sheath blight disease in rice. The reliable resistant source against this phytopathogenic fungus is not available in the gene pool of rice. Better understanding of pathogen genomics and gene regulatory networks are critical to devise alternate strategies for developing resistance against this noxious pathogen. In this study, miRNA-like RNAs (milRNAs) of an Indian strain of R. solani were identified by deep sequencing of small RNAs. We identified 128 known and 22 novel milRNAs from 20,963,123 sequence reads. These milRNAs showed 1725 target genes in the fungal genome which include genes associated with growth, development, pathogenesis and virulence of R. solani. Notably, these fungal milRNAs showed their target genes in host (rice) genome also which were later verified by qRT-PCR. The host target genes are associated with auxin metabolism, hypersensitive response, defense genes, and genes related to growth and development of rice. Osa-vacuolar-sorting receptor precursor: Rhi-milR-13, Osa-KANADI1:Rhi-milR-124, Osa-isoflavone reductase: Rhi-milR-135, Osa-nuclear transcription factor Y:Rhi-milR-131, Osa-NB-ARC domain containing protein: Rhi-milR-18, and Osa-OsFBX438: Rhi-milR-142 are notable potential regulons of host target genes: fungal milRNAs that need to be investigated for better understanding of the crosstalk of RNAi pathways between R. solani and rice. The detailed expression analysis of 17 milRNAs by qRT-PCR was analysed during infection at different time points of inoculation, at different growth stages of the host, in four different genotypes of the host, and also in four different strains of fungi which revealed differential regulation of milRNAs associated with pathogenesis and virulence. This study highlights several important findings on fungal milRNAs which need to be further studied and characterized to decipher the gene expression and regulation of this economically important phytopathogen.
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Affiliation(s)
- Naresh Babu Prathi
- Institute of Biotechnology, Professor Jayashankar Telangana State Agricultural University (PJTSAU), Rajendranagar, Hyderabad 500030, India; (N.B.P.); (C.V.D.R.); (Y.C.M.)
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research, Hyderabad 500030, India; (S.M.B.); (V.P.); (S.N.); (R.M.S.)
| | - Chagamreddy Venkata Durga Rani
- Institute of Biotechnology, Professor Jayashankar Telangana State Agricultural University (PJTSAU), Rajendranagar, Hyderabad 500030, India; (N.B.P.); (C.V.D.R.); (Y.C.M.)
| | - Sena Munuswamy Balachandran
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research, Hyderabad 500030, India; (S.M.B.); (V.P.); (S.N.); (R.M.S.)
| | - Vellaisamy Prakasam
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research, Hyderabad 500030, India; (S.M.B.); (V.P.); (S.N.); (R.M.S.)
| | - Yeshala Chandra Mohan
- Institute of Biotechnology, Professor Jayashankar Telangana State Agricultural University (PJTSAU), Rajendranagar, Hyderabad 500030, India; (N.B.P.); (C.V.D.R.); (Y.C.M.)
| | - Sanivarapu Nagalakshmi
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research, Hyderabad 500030, India; (S.M.B.); (V.P.); (S.N.); (R.M.S.)
| | - Sunil K. Srivastava
- Department of Microbiology, Swami Shraddhanand College, University of Delhi, Alipur, Delhi 110036, India;
| | - Raman Meenakshi Sundaram
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research, Hyderabad 500030, India; (S.M.B.); (V.P.); (S.N.); (R.M.S.)
| | - Satendra K. Mangrauthia
- Indian Council of Agricultural Research (ICAR)-Indian Institute of Rice Research, Hyderabad 500030, India; (S.M.B.); (V.P.); (S.N.); (R.M.S.)
- Correspondence: or ; Tel.: +91-40-24591342
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Sil Kar S, Sevgi DD, Dong V, Srivastava SK, Madabhushi A, Ehlers JP. Multi-Compartment Spatially-Derived Radiomics From Optical Coherence Tomography Predict Anti-VEGF Treatment Durability in Macular Edema Secondary to Retinal Vascular Disease: Preliminary Findings. IEEE J Transl Eng Health Med 2021; 9:1000113. [PMID: 34350068 PMCID: PMC8328398 DOI: 10.1109/jtehm.2021.3096378] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 06/06/2021] [Accepted: 07/05/2021] [Indexed: 12/30/2022]
Abstract
OBJECTIVE Diabetic macular edema (DME) and retinal vein occlusion (RVO) are the leading causes of visual impairments across the world. Vascular endothelial growth factor (VEGF) stimulates breakdown of blood-retinal barrier that causes accumulation of fluid within macula. Anti-VEGF therapy is the first-line treatment for both the diseases; however, the degree of response varies for individual patients. The main objective of this work was to identify the (i) texture-based radiomics features within individual fluid and retinal tissue compartments of baseline spectral-domain optical coherence tomography (SD-OCT) images and (ii) the specific spatial compartments that contribute most pertinent features for predicting therapeutic response. METHODS A total of 962 texture-based radiomics features were extracted from each of the fluid and retinal tissue compartments of OCT images, obtained from the PERMEATE study. Top-performing features selected from the consensus of different feature selection methods were evaluated in conjunction with four different machine learning classifiers: Linear Discriminant Analysis (LDA), Quadratic Discriminant Analysis (QDA), Random Forest (RF), and Support Vector Machine (SVM) in a cross-validated approach to distinguish eyes tolerating extended interval dosing (non-rebounders) and those requiring more frequent dosing (rebounders). RESULTS Combination of fluid and retinal tissue features yielded a cross-validated area under receiver operating characteristic curve (AUC) of 0.78±0.08 in distinguishing rebounders from non-rebounders. CONCLUSIONS This study revealed that the texture-based radiomics features pertaining to IRF subcompartment were most discriminating between rebounders and non-rebounders to anti-VEGF therapy. Clinical Impact: With further validation, OCT-based imaging biomarkers could be used for treatment management of DME patients.
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Affiliation(s)
- Sudeshna Sil Kar
- Department of Biomedical EngineeringCase Western Reserve UniversityClevelandOH44106USA
| | - Duriye Damla Sevgi
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advancing Imaging ResearchCleveland Clinic Cole Eye InstituteClevelandOH44106USA
| | - Vincent Dong
- Department of Biomedical EngineeringCase Western Reserve UniversityClevelandOH44106USA
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advancing Imaging ResearchCleveland Clinic Cole Eye InstituteClevelandOH44106USA
| | - Anant Madabhushi
- Department of Biomedical EngineeringCase Western Reserve UniversityClevelandOH44106USA
| | - Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advancing Imaging ResearchCleveland Clinic Cole Eye InstituteClevelandOH44106USA
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Wang K, Deaner JD, Knapp A, Baynes K, Srivastava SK. Bilateral infectious scleritis from Histoplasma capsulatum in an immunosuppressed uveitis patient. Am J Ophthalmol Case Rep 2021; 23:101156. [PMID: 34278048 PMCID: PMC8261536 DOI: 10.1016/j.ajoc.2021.101156] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2020] [Revised: 04/20/2021] [Accepted: 06/28/2021] [Indexed: 11/07/2022] Open
Abstract
Purpose To describe a case of bilateral infectious scleritis secondary to Histoplasma capsulatum in the setting of a locally and systemically immunosuppressed patient. Observations A 45-year-old man with HLA-B27 associated ankylosing spondylitis and anterior uveitis on systemic secokinumab, underwent bilateral cataract extraction which required extensive peri-operative steroids, including intravitreal triamcinolone, topical prednisolone, and oral prednisone. Six weeks after cataract surgery, the patient presented with mild eye irritation and was found to have bilateral subconjunctival purulence and necrosis. Histoplasma capsulatum was identified on fungal cultures and confirmed by DNA probe. The patient was treated with fortified amphotericin drops and oral itraconazole with complete resolution of scleritis. Conclusion and importance H. capsulatum is a rare cause of infectious scleritis that must be considered in our immunosuppressed and post-surgical patients.
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Affiliation(s)
- Kevin Wang
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - Austen Knapp
- Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
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Ehlers JP, Clark J, Uchida A, Figueiredo N, Babiuch A, Talcott KE, Lunasco L, Le TK, Meng X, Hu M, Reese J, Srivastava SK. Longitudinal Higher-Order OCT Assessment of Quantitative Fluid Dynamics and the Total Retinal Fluid Index in Neovascular AMD. Transl Vis Sci Technol 2021; 10:29. [PMID: 34003963 PMCID: PMC7995350 DOI: 10.1167/tvst.10.3.29] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose The purpose of this study was to evaluate the feasibility of assessing quantitative longitudinal fluid dynamics and total retinal fluid indices (TRFIs) with higher-order optical coherence tomography (OCT) for neovascular age-related macular degeneration (nAMD). Methods A post hoc image analysis study was performed using the phase II OSPREY clinical trial comparing brolucizumab and aflibercept in nAMD. Higher-order OCT analysis using a machine learning−enabled fluid feature extraction platform was used to segment intraretinal fluid (IRF) and subretinal fluid (SRF) volumetric components. TRFI, the proportion of fluid volume against total retinal volume, was calculated. Longitudinal fluid metrics were evaluated for the following groups: all subjects (i.e. treatment agnostic), brolucizumab, and aflibercept. Results Mean IRF and SRF volumes were significantly reduced from baseline at each timepoint for all groups. Fluid feature extraction allowed high-resolution assessment of quantitative fluid burden. A greater proportion of brolucizumab participants achieved true zero and minimal fluid (total fluid volume between 0.0001 and 0.001mm3) versus aflibercept participants at week 40. True zero fluid during q12 brolucizumab dosing was achieved in 36.6% to 38.5%, similar to the 25.6% to 38.5% during the corresponding q8 aflibercept cycles. TRFI was significantly reduced from baseline in all groups. Conclusions Higher-order OCT analysis demonstrates the feasibility of fluid feature extraction and longitudinal volumetric fluid burden and TRFI characterization in nAMD, supporting a unique opportunity for fluid burden assessment and the impact on outcomes. Translational Relevance Detection and characterization of disease activity is vital for optimal treatment of nAMD. Longitudinal assessment of fluid dynamics and the TRFI provide important proof of concept for future automated tools in characterizing disease activity.
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Affiliation(s)
- Justis P Ehlers
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Julie Clark
- Formerly Novartis Pharmaceuticals, East Hanover, NJ, USA
| | - Atsuro Uchida
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Natalia Figueiredo
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Amy Babiuch
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Katherine E Talcott
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Leina Lunasco
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Thuy K Le
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | - Ming Hu
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Department of Quantitative Health Sciences, Cleveland Clinic, Cleveland, OH, USA
| | - Jamie Reese
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Sunil K Srivastava
- The Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cleveland Clinic, Cleveland, OH, USA.,Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA
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