1
|
Boychev N, Yeung V, Yang M, Kanu LN, Ross AE, Kuang L, Chen L, Ciolino JB. Ocular tear fluid biomarkers collected by contact lenses. Biochem Biophys Res Commun 2024; 734:150744. [PMID: 39340927 DOI: 10.1016/j.bbrc.2024.150744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Revised: 09/21/2024] [Accepted: 09/24/2024] [Indexed: 09/30/2024]
Abstract
PURPOSE To collect tear fluid biomarkers from contact lenses (CLs) and determine the impact of CL wear duration. METHODS Rabbits were fitted with commercial etafilcon A CLs, which were collected after 1 min, 4 and 8 h (n = 4/time point). Tear fluid proteins and cytokines were extracted from the CLs and quantified. An exploratory comparison was performed between CLs and Schirmer Strips (SS) for a 1 min duration. RESULTS The concentration of MUC5AC was significantly higher after 4 h of CL wear. The expression of all investigated cytokines (IL-1α, IL-1β, IL-8, IL-17A, IL-21, Leptin, MIP-1β, MMP-9, NCAM-1, and TNF-α) was detectable after 1 min of CL wear, and over time, all showed significant variations throughout the 8-h CL wear period. Notably, IL-1α significantly increased by 8 h of CL wear, while MMP-9 decreased. Albumin and lysozyme did not show significant variations with CL wear. Differences between CLs and SS after 1 min were statistically significant for albumin, Leptin, TNF-α, IL-1α, IL-1β, and IL-8. CONCLUSIONS The duration of CL wear significantly affects the collection of some tear fluid biomarkers. Albumin, MUC5AC, and cytokines may have individual and synergistic diagnostic or prognostic potential. CLs and SS were similar for lysozyme and MUC5AC but differed in the collection of albumin and some cytokines. CLs are a viable tear fluid collection method for biomarker analyses and can be immediately added as a routine clinical test by being FDA-approved medical devices.
Collapse
Affiliation(s)
- Nikolay Boychev
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA.
| | - Vincent Yeung
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA
| | - Menglu Yang
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA
| | - Levi N Kanu
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA
| | - Amy E Ross
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA
| | - Liangju Kuang
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA
| | - Lin Chen
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA; Department of Optometry and Visual Science, West China Hospital, Sichuan University, Chengdu, Sichuan, China; Department of Ophthalmology, Affiliated Hospital of Zunyi Medical University, Zunyi, Guizhou, China
| | - Joseph B Ciolino
- Schepens Eye Research Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, USA
| |
Collapse
|
2
|
Itokawa T, Okajima Y, Iwashita H, Koji K, Tashiro S, Suzuki T, Hori Y. Association between dryness sensation and ocular surface temperature and conjunctival blood flow in soft contact lens wearers. Cont Lens Anterior Eye 2024; 47:102166. [PMID: 38604915 DOI: 10.1016/j.clae.2024.102166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 04/02/2024] [Accepted: 04/04/2024] [Indexed: 04/13/2024]
Abstract
PURPOSE To investigate the association between dryness, ocular surface temperature (OST), and conjunctival blood flow (CBF) in soft contact lens (SCL) wearers after airflow stimulation. METHODS After recruiting 21 SCL wearers (mean age, 25.3 ± 4.2 years), subjects used two different daily disposable silicone hydrogel SCLs (narafilcon A and delefilcon A lenses). On three of four measurement days, excluding the first, OST, CBF, tear meniscus height (TMH), and non-invasive tear break-up time (NIBUT) were measured after airflow stimulation at a rate of 3 m/s for 10 min. The measurements were conducted without SCLs on the first and second days, and with different SCLs on the third and fourth days. Dryness was evaluated using the visual analogue scale (VAS). These parameters were compared between the two types of SCLs, and their association with the dryness sensation was then investigated. RESULTS Dryness was significantly weakly correlated with OST (r = -0.375, p < 0.05) and CBF (r = 0.339, p < 0.05). TMH, NIBUT, and VAS scores for dryness with the delefilcon A lens (0.15 ± 0.05 mm, 3.7 ± 01.7 s and 29.4 ± 16.9) were significantly higher, longer, and lower, respectively, than those with the narafilcon A lens (0.12 ± 0.05 mm, 2.3 ± 1.7 s and 35.9 ± 17.0; p < 0.05, p < 0.01 and p < 0.01). The changes in the OST and CBF between with and without the delefilcon A lens (-0.36 ± 0.35 °C and 0.99 ± 0.19) were significantly small compared to the narafilcon A lens (-0.60 ± 0.42 °C and 1.11 ± 0.21; p < 0.01 for both comparisons). CONCLUSION Dryness was correlated with OST and CBF, which indicates that when dryness was high, OST was low and CBF was high. These results suggest that OST and CBF assessments are effective for evaluating dryness sensation.
Collapse
Affiliation(s)
- Takashi Itokawa
- Department of Ophthalmology, Toho University Graduate School of Medicine, Tokyo, Japan.
| | - Yukinobu Okajima
- Department of Ophthalmology, Toho University Graduate School of Medicine, Tokyo, Japan; Tsunashima Eye Clinic, Yokohama, Kanagawa, Japan
| | - Hiroko Iwashita
- Department of Ophthalmology, Toho University Graduate School of Medicine, Tokyo, Japan
| | - Kakisu Koji
- Department of Ophthalmology, Toho University Graduate School of Medicine, Tokyo, Japan
| | - Shigeki Tashiro
- Clinical Research Center, Nagasaki University Hospital, Nagasaki, Japan
| | - Takashi Suzuki
- Department of Ophthalmology, Toho University Graduate School of Medicine, Tokyo, Japan; Ishizuchi Eye Clinic, Niihama, Ehime, Japan
| | - Yuichi Hori
- Department of Ophthalmology, Toho University Graduate School of Medicine, Tokyo, Japan
| |
Collapse
|
3
|
Pucchio A, Krance SH, Pur DR, Bhatti J, Bassi A, Manichavagan K, Brahmbhatt S, Aggarwal I, Singh P, Virani A, Stanley M, Miranda RN, Felfeli T. Applications of artificial intelligence and bioinformatics methodologies in the analysis of ocular biofluid markers: a scoping review. Graefes Arch Clin Exp Ophthalmol 2024; 262:1041-1091. [PMID: 37421481 DOI: 10.1007/s00417-023-06100-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 04/25/2023] [Accepted: 05/06/2023] [Indexed: 07/10/2023] Open
Abstract
PURPOSE This scoping review summarizes the applications of artificial intelligence (AI) and bioinformatics methodologies in analysis of ocular biofluid markers. The secondary objective was to explore supervised and unsupervised AI techniques and their predictive accuracies. We also evaluate the integration of bioinformatics with AI tools. METHODS This scoping review was conducted across five electronic databases including EMBASE, Medline, Cochrane Central Register of Controlled Trials, Cochrane Database of Systematic Reviews, and Web of Science from inception to July 14, 2021. Studies pertaining to biofluid marker analysis using AI or bioinformatics were included. RESULTS A total of 10,262 articles were retrieved from all databases and 177 studies met the inclusion criteria. The most commonly studied ocular diseases were diabetic eye diseases, with 50 papers (28%), while glaucoma was explored in 25 studies (14%), age-related macular degeneration in 20 (11%), dry eye disease in 10 (6%), and uveitis in 9 (5%). Supervised learning was used in 91 papers (51%), unsupervised AI in 83 (46%), and bioinformatics in 85 (48%). Ninety-eight papers (55%) used more than one class of AI (e.g. > 1 of supervised, unsupervised, bioinformatics, or statistical techniques), while 79 (45%) used only one. Supervised learning techniques were often used to predict disease status or prognosis, and demonstrated strong accuracy. Unsupervised AI algorithms were used to bolster the accuracy of other algorithms, identify molecularly distinct subgroups, or cluster cases into distinct subgroups that are useful for prediction of the disease course. Finally, bioinformatic tools were used to translate complex biomarker profiles or findings into interpretable data. CONCLUSION AI analysis of biofluid markers displayed diagnostic accuracy, provided insight into mechanisms of molecular etiologies, and had the ability to provide individualized targeted therapeutic treatment for patients. Given the progression of AI towards use in both research and the clinic, ophthalmologists should be broadly aware of the commonly used algorithms and their applications. Future research may be aimed at validating algorithms and integrating them in clinical practice.
Collapse
Affiliation(s)
- Aidan Pucchio
- Department of Ophthalmology, Queen's University, Kingston, ON, Canada
- Queens School of Medicine, Kingston, ON, Canada
| | - Saffire H Krance
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Daiana R Pur
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Jasmine Bhatti
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Arshpreet Bassi
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | | | - Shaily Brahmbhatt
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | | | - Priyanka Singh
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | - Aleena Virani
- Schulich School of Medicine and Dentistry, Western University, London, ON, Canada
| | | | - Rafael N Miranda
- The Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Tina Felfeli
- The Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada.
- Department of Ophthalmology and Vision Sciences, University of Toronto, 340 College Street, Suite 400, Toronto, ON, M5T 3A9, Canada.
| |
Collapse
|
4
|
VanDerMeid KR, Byrnes MG, Millard K, Scheuer CA, Phatak NR, Reindel W. Comparative Analysis of the Osmoprotective Effects of Daily Disposable Contact Lens Packaging Solutions on Human Corneal Epithelial Cells. Clin Ophthalmol 2024; 18:247-258. [PMID: 38292853 PMCID: PMC10825585 DOI: 10.2147/opth.s437841] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 12/12/2023] [Indexed: 02/01/2024] Open
Abstract
Purpose Contact lens (CL) wear challenges the balance of the ocular surface environment by increasing water evaporation and tear osmolarity. Maintaining ocular surface homeostasis during CL wear remains a goal of lens manufacturers and an important consideration for eye care professionals. The purpose of this study was to measure the metabolic activity and inflammatory responses of a transformed human corneal epithelial cell (THCEpiC) line under hyperosmotic conditions in the presence of CL packaging solutions. Methods CL packaging solutions sampled from seven daily disposable silicone hydrogel CL blister packages were prepared at 25% and made hyperosmolar (400 mOsm/kg) with NaCl. THCEpiCs were incubated with each solution for 24 hr, after which cell culture supernatants were collected. THCEpiC metabolic activity was determined by an alamarBlue assay. Concentrations in cell culture supernatants of inflammatory cytokine (interleukin [IL]-6) and chemokine (IL-8), as well as monocyte chemoattractant protein-1 (MCP-1), were quantitated by specific enzyme-linked immunosorbent assays. Results THCEpiC metabolic activity under hyperosmolar conditions decreased in the presence of somofilcon A and senofilcon A solutions (p=0.04 and 0.004, respectively), but no other solution (all p≥0.09). Concentrations of IL-6 increased in the presence of delefilcon A, somofilcon A, narafilcon A, and senofilcon A solutions (all p≤0.001), but no other solution (all p≥0.08), while those of IL-8 increased in the presence of all solutions (all p≤0.03) but kalifilcon A (p>0.99), and those of MCP-1 increased in the presence of delefilcon A, verofilcon A, somofilcon A, and stenfilcon A solutions (all p<0.0001), but no other solution (all p>0.99). Conclusion CL packaging solutions differ in their capacity to inhibit epithelial inflammation. THCEpiC inflammatory response was less in the presence of a CL packaging solution containing osmoprotectants than in solutions lacking osmoprotectants under moderately hyperosmolar conditions in vitro. Clinical studies are warranted to further substantiate the benefit of osmoprotectants.
Collapse
|
5
|
Effect of a single vectored thermal pulsation treatment of Meibomian gland dysfunction patients under controlled environmental conditions. Sci Rep 2022; 12:16761. [PMID: 36202938 PMCID: PMC9537290 DOI: 10.1038/s41598-022-20994-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Accepted: 09/21/2022] [Indexed: 11/09/2022] Open
Abstract
To assess the prophylactic effect of LipiFlow treatment in Meibomian gland dysfunction (MGD) patients exposed to an adverse environmental humidity. MGD patients were exposed to normal (23 °C; 50% relative humidity; 30 min) and adverse (23 °C; 10% relative humidity; 2 h) controlled environments consecutively during baseline and follow-up visits (3, 6, and 12 months) after a single LipiFlow treatment. Ocular Surface Disease Index (OSDI), lipid layer thickness (LLT), fluorescein tear break-up time (TBUT), corneal and conjunctival staining, change in dry eye symptoms questionnaire (CDES-Q), and Meibomian gland yielding liquid secretion (MGYLS), were assessed. Linear mixed-effects and cumulative logit mixed models were fitted to assess the effect of the LipiFlow treatment over time and within the controlled environments. Seventeen females and 4 males (59.6 ± 9.4 years) completed the study. LLT and TBUT did not vary significantly (p > 0.05) after LipiFlow treatment. OSDI, corneal and conjunctival staining, and MGYLS scores were improved (p ≤ 0.01) 12 months after treatment. After the adverse exposure, corneal staining increased at all visits (p = 0.01), and there was no significant improvement in CDES-Q scores after LipiFlow treatment (p ≥ 0.07). One LipiFlow treatment improved objective and subjective outcomes in MGD disease for at least one year. Further studies are needed to support that LipiFlow might also help as an adjuvant to avoid acute flares against an adverse environmental humidity.
Collapse
|
6
|
Jackson CJ, Gundersen KG, Tong L, Utheim TP. Dry eye disease and proteomics. Ocul Surf 2022; 24:119-128. [PMID: 35278720 DOI: 10.1016/j.jtos.2022.03.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2021] [Revised: 02/26/2022] [Accepted: 03/02/2022] [Indexed: 10/18/2022]
Abstract
Dry eye disease (DED) is a highly prevalent disease worldwide mostly associated with age, though other factors such as screen use and contact lens wear explain why it is increasingly diagnosed in younger people. DED also disproportionately affects women. Symptoms include eye dryness, burning, pain and sensitivity to light that can significantly affect quality of life. This condition may progress to cause lasting damage to the ocular surface if left untreated. Currently, diagnosis is through assessment of signs and symptoms determined by clinical tests and questionnaires. However, there is considerable overlap between normal and DED result distributions of currently available metrics as signs and symptoms fluctuate over time and with disease severity. Importantly, the non-targeted approach of proteomics means that significant changes in novel proteins may be discovered. Proteomics is a powerful tool that has been applied to the field of DED to understand changes at a biochemical level, uncover new disease biomarkers and determine the success of clinical interventions. While individual proteins may not be sensitive enough when used as single biomarkers, proteomics opens the possibility to uncover several relevant proteins that may be combined in a panel to provide more accurate diagnostic value i.e. parallel testing. In this review we discuss the use of proteomics in DED research and the potential for application of proteomic results in the clinic. We also identify shortcomings and future avenues for research.
Collapse
Affiliation(s)
- Catherine Joan Jackson
- IFocus Øyeklinikk AS, Haugesund, Norway; Institute of Oral Biology, Faculty of Dentistry, University of Oslo, 0318, Oslo, Norway.
| | | | - Louis Tong
- Singapore Eye Research Institute, Singapore; Department of Cornea and External Diseases, Singapore National Eye Centre, Singapore; Department of Ophthalmology, Duke-NUS Medical School, Singapore
| | - Tor Paaske Utheim
- Institute of Oral Biology, Faculty of Dentistry, University of Oslo, 0318, Oslo, Norway; Department of Medical Biochemistry, Oslo University Hospital, Ullevål, 0450, Oslo, Norway; Department of Plastic and Reconstructive Surgery, Oslo University Hospital, 0450, Oslo, Norway; Department of Ophthalmology, Vestre Viken Hospital Trust, 3019, Drammen, Norway; Department of Ophthalmology, Stavanger University Hospital, 4011, Stavanger, Norway; Department of Clinical Medicine, Faculty of Medicine, University of Bergen, 5020, Bergen, Norway; Department of Ophthalmology, Sørlandet Hospital Arendal, 4604, Arendal, Norway; National Centre for Optics, Vision and Eye Care, Faculty of Health Sciences, University of South Eastern Norway, 3603, Kongsberg, Norway; Department of Research and Development, Oslo Metropolitan University, Oslo, Norway
| |
Collapse
|