1.Immunological study of lymphangiogenesis in pterygium pathogenesis
Xiaowei ZHANG ; Yuanhong ZENG ; Haotian LIN
Chinese Journal of Postgraduates of Medicine 2011;34(21):14-17
Objective To confirm the effect of lymphangiogenesis in immunological reaction on pterygium formation and development.Methods The clinical removal of pterygium material in quiescent phase,advanced phase and recurrent phase was selected.each phase with 12 cases,while 10 cases of normal bulbar conjunctiva were taken as control.5'-nueleotide enzyme-alkallne phosphat&se-double enzyme histochemistry was performed to compare the number of lymphangiogenesis in different tissues.Results Lymphangiogenesis in normal bulbar conjunctiva and quiescent phase pterygium tissues expressed little,but gray-stained lymphangiogenesis widely distributed in pterygium tissue of advanced phase and recurrent phase,and there were statistically significant differences compare those with the normal bulbar conjunctiva and quiescent phase pterygium(P=0.03 and 0.01).Conclusion Lymphangiogenesis may be involved in immunity process of pterygium pathogenesis.
2.Cervical lymphadenectomy and immune rejection after high-risk corneal allograft
Shiqi LING ; Hui ZHANG ; Haotian LIN ; Jiangang XU ; Wenhui KUANG
Chinese Journal of Tissue Engineering Research 2008;12(5):996-1000
BACKGROUND: Cervical lymph nodes are draining region of cornea. It is believed that aqueous fluid goes through a minor pathway named uveoscleral drainage, which will allow passage of antigen-presenting cells (APC) directly to the draining lymph nodes and induce allograft rejection after keratoplasty.OBJECTIVE: To explore the inhibitory effects of cervical lymphadenectomy in alkali induced high-risk corneal transplantation.DESIGN: A randomized controlled animal experiment.SETTING: State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University.MATERIALS: The experiment was performed in the State Key Laboratory of Ophthalmology (No. 2006DA105054), Zhongshan Ophthalmic Center, Sun Yat-sen University from May 2005 to February 2007. 144 male animals (1-2 months old) including 104 SD rats and 40 Wistar rats were provided by the animal experimental center of Sun Yat-sen University. Sandwich enzyme-linked immunosorbent assay (ELISA) kits for interleukin-2 (IL-2) and interferon-γ (IFN-γ) were brought from BioSource International company (USA). The animal treatment in the experiment was accorded with the statement in Association for Research in Vision and Ophthalmology (ARVO) for animals.METHODS: With the SD rats as recipients, and Wistar rats as donors, all rats were subjected to corneal allografting. The recipient rats were randomly divided into 4 groups (n=20): group A (control group) which underwent corneal transplantation; group B which was subjected to bilateral cervical lymphadenectomy; group C, corneal transplantation 21 days after the alkali burn injury; group D, cervical lymphadenectomy following group C. The immune rejection of grafts was evaluated by detecting the expression of IFN-γ and IL-2 using ELISA. The time when allograft rejection occurred was recorded and mean survival time (MST) was compared among the groups. The development of corneal inflammation and new vessels was examined by slit lamp microscope and histopathological examination.MAIN OUTCOME MEASURES: ①The development of corneal inflammation after corneal alkaline burns. ②MST of rats in each group following transplant. ③The expression of IL-2 and IFN-γ in grafts of each group. RESULTS: ①Normal rat cornea was transparent without inflammation or neovascularization. There were many inflammatory cells invading to stroma on day 3 after burn. Then, the inflammation of cornea resolved gradually 3 weeks after the burn, but corneal neovascularization reached the peak at that time. Corneal blood vessels regressed completely at the end of 8 weeks after the burn. ②The MST of group A, B, C, and D was (10.40±1.14), (46.30±9.46), (7.00±1.58), and (15.00±3.39) days, respectively. Compared with the group A, the MST of group B was significantly longer (P < 0.05), and the MST of grafts in group D was also significantly longer than group C (P < 0.05). ③The expression of IFN-γ and IL-2 proteins was absent in group B. Compared with group C, the expression of IL-2 and IFN-γ proteins in group D significantly decreased on days 3, 7, 10, and 14 after keratoplasty (P < 0.05). CONCLUSION: Cervical lymphadenectomy therapy can effectively inhibit corneal allograft rejection in normal and high-risk corneal beds after alkali burn injury.
3.Continuous low-dose cyclophosphamide and prednisone treatment of 84 cases relapsed and refractory multiple myeloma
Lieping GUO ; Fan ZHOU ; Wei WEI ; Yizi ZHANG ; Haotian SHI ; Chenhui LIN ; Lu LI ; Nan JIANG ; Jian HOU
Journal of Leukemia & Lymphoma 2012;21(5):290-293
Objective To evaluate the efficacy andtolerability of continuous low-dose cyclophosphamide and prednisone treatment of relapsed and refractory multiple myeloma. Methods84 relapsed and refractory multiple myeloma patients were enrolled, including 46 males and 38 females, the assess patients of 81 cases with average age of 69.7 (45-91)years. They were treated continuous with oral cyclophosphamide (50 mg/d) and prednisone (15 mg/d) and monthly follow-up.ResultsAverage follow-up time were 23.5(1-71)months.The assessed patients were 81 cases,with 52 cases (64.2 %) responded.There were 2 cases(2.5 %)CR,21 cases(25.9 %) of PR,29 cases(35.8 %)MR,19 cases(23.5 %)NC and 10 cases (12.3 %)PD.The median time to response was 2 months.In the patients who responded to the treatment,the median progression-free survival(PFS)and overall survival (OS) were 18(95 %CI 12.8-23.2),29(95 %CI 24.1-33.9)months.In the non-responding patients,the PFS and OS were 4(95 % CI 2.2-5.8) and 6(95 % CI 4.9-7.1)months.Two groups were statistically significant(P<0.05).The most common toxicities included fatigue,nausea, neutropenia, hyperglycemia and lung infection. No patient withdrew from the study because of toxicity. Conclusions Continuous low-dose cyclophosphamide combined prednisone is a treatment options for relapsed and refractory MM patients.
4.Accelerating the construction of artificial intelligence diagnostic platform based on ophthalmic imaging database
Chinese Journal of Experimental Ophthalmology 2018;36(8):577-580
With the global trend of aging populations,the prevalence of blindness is expected to increase.However,due to deficiencies and imbalances,medical resources are far from satisfactory for ophthalmic disease diagnosis and management,particularly in primary medical facilities of developing countries.Eyeball is a visualized organ with its superficial position and transparent refractory media.Therefore,many ophthalmic diseases can be screened and diagnosed from images and photographs,such as cataract,cornea diseases and retinopathy,etc.As the development of data mining technology and accumulation of large amount of ophthalmic clinical data,the conditions are ripe for establishment of artificial intelligence (AI) diagnostic platform.Currently,attention should be focused on integrating the abundant ocular imaging resources,practically applying the data mining technology and gradually developing the universal AI platform for the management of ophthalmic disease.
5.The imaging evaluation and clinical significance of sacral vestibule
Xiaoman DONG ; Wenhuan CHEN ; Jian JIA ; Zhi WANG ; Wei TIAN ; Lin GUO ; Yuxi SUN ; Haotian QI
Chinese Journal of Orthopaedics 2022;42(1):41-46
Objective:To measure the anatomical parameters of three-dimensional available space of S 1 and S 2 vestibules on Chinese adults by imaging methods, and discuss their clinical values. Methods:Data of 200 cases of pelvic CT with complete posterior ring were collected from January 2015 to January 2021, included 110 males and 90 females. The ages ranged from 21 to 63 years (average, 40.72±10.70 years). Then the parameters of both the left vestibule and the right vestibule of S 1 and S 2 such as vestibular width, vestibular height and vestibular area were measured by the three-dimensional CT reconstructions. Statistical analyses were performed among the groups which were classified according to the gender, side of vestibule to compare the difference of vestibular morphological characteristics among different groups. Results:The average vestibular area of S 1 was 425.71± 45.07 mm 2 (range, 296.3-604.4 mm 2), which was 449.80±28.62 mm 2 (range, 338.3-604.4 mm 2) in males and 388.25±34.01 mm 2 (range, 296.3-498.4 mm 2) in females. The average vestibular width was 28.52±4.34 mm (range, 17.1-36.3 mm), 31.77±2.33 mm (range, 22.46-36.30 mm) in males and 24.55±2.55 mm (range, 17.1-26.1 mm) in females. The mean vestibular height was 21.05±2.29 mm (range, 17.5-32.0 mm), with 21.34±2.37 mm (range, 18.5-32.0 mm) of men and 20.69±1.60 mm (range, 17.5-25.6 mm) of women. The mean S 2 vestibular area was 230.19±35.57 mm 2 (range, 142.5-297.3 mm 2), which was 258.91±28.04 mm 2 (range, 218.3-297.3 mm 2) in males and 205.61±24.12 mm 2 (range, 142.5-258.6 mm 2) in females. The average vestibular width was 15.94±1.72 mm (range, 12.4-20.3 mm), 16.51±1.59 mm (range, 14.4-20.3 mm) in male and 15.25±1.63 mm (range, 12.4-18.1 mm) in female. The mean vestibular height was 14.30±1.20 mm (range, 12.9-17.8 mm), 15.49±1.46 mm (range, 13.6-17.8 mm) in males and 13.73±0.93 mm (range, 12.9-16.1 mm) in females. There were significant differences in vestibular width, height and area between S 1 and S 2 (vestibular width t=3.934, P< 0.001; vestibular height t=3.692, P< 0.001; vestibular area t=4.816, P< 0.001). There were significant differences in S 1 vestibular width, S 1 vestibular height, S 1 and S 2 vestibular area between male groups and female groups (S 1 vestibular width: t=2.969, P=0.003; S 1 vestibular height: t=0.316, P=0.049; S 1 vestibular area: t=1.975, P=0.049; S 2 vestibular area: t=2.023, P=0.044). While there was no significant difference in S 2 vestibular width and height between the two gender groups. There were significant differences in S 1 and S 2 vestibular width, height and area between male and female groups ( P < 0.001). There were no significant difference in parameters between the left and right values of the same vestibular site. Conclusion:The parameters of S 1 sacral vestibule are larger than that of S 2. It implies that S 1 was more feasible to insert iliosacral screws than S 2; lesser diameter iliosacral screws should be selected to insert into S 2. The female S 1 vestibule is smaller than the male, so the iliosacral screws placement has more stringent requirements on the selection of the insertion point and the direction of the screw. And the surgeon can utilize the intact contralateral sacral vestibule as the damaged side to proceed the iliosacral screw inserted simulation.
6.Methods and progress of biological omics technology in regenerative medicine
Xiaohang WU ; Jinna LIN ; Yixin HU ; Weiyi LAI ; Haotian LIN
International Journal of Biomedical Engineering 2018;41(4):314-318
Transplantations for repairing tissue and organ defects caused by disease and injury require a large number of donor tissues and organs.Therefore,people are increasingly hoping to restore or rebuild normal physical functions by establishing the body's own regenerative capacity.For this reason,regenerative medicine is rapidly emerging and becoming a research hotspot.The regeneration of tissues and organs is a complex process involving multiple layers of structures and requiring multiple factors to interact.Compared with traditional biomolecular technologies,biological omics based on biomolecular groups has obvious advantages in regenerative medicine researches and has became an important tool correlational researches.In this paper,the methods and progress of biomedical techniques for regenerative medicine researches in recent years were summarized,and the advantages of biological omics technology in regenerative medicine were analyzed and prospected.
7.Investigation and research on We-Media platforms opened and operated by surgeons in tertiary first-class hospitals
Jianhong ZHONG ; Mingda WANG ; Haotian LIU ; Zhanguo ZHANG ; Guole LIN ; Lei ZHAO ; Linlin SHEN ; Min CHEN ; Tian YANG
Chinese Journal of Digestive Surgery 2022;21(4):475-482
Objective:To investigate the status of We-Media platforms opened and opera-ted by surgeons in tertiary first-class hospitals nationwide and analyze its influence on patients and surgeons.Methods:The retrospective cross-sectional investigation study was conducted. The investigation was conducted on the surgeons who had opened We-Media platforms in their units or associations through the contact of all members of the second Elite Committee of Chinese Digestive Surgery of the Chinese Journal of Digestive Surgery from November 5 to 30, 2021. Questionnaires were distributed through wechat, and the software platform was Questionnaire Star. Observation indicators: (1) results of questionnaire survey; (2) basic information of surgeons running We-Media platforms; (3) daily workload and research background of surgeons running We-Media platforms; (4) information related to We-Media platforms; (5) influence of running We-Media platforms on patients; (6) influence of running We-Media platforms on surgeons; (7) feelings and suggestion of surgeons after running We-Media platforms. Measurement data with normal distribution were expressed as Mean± SD, and count data were expressed as absolute numbers and percentages. Results:(1) Results of questionnaire survey: a total of 229 complete and valid questionnaires were collected in this survey. (2) Basic information of surgeons running We-Media platforms: of 229 surgeons, there were 195 males and 34 females, aged (40±8)years. There were 120 surgeons aged from 36-45 years, 80 surgeons aged <35 years and 29 surgeons aged >45 years. There were 86.46% (198/229) of surgeons from teaching hospitals and 74.67%(171/229) of surgeons from provincial cities. Of 229 surgeons, junior, intermediate, deputy senior and senior titles accounted for 17.90%(41/229), 27.51%(63/229), 37.12%(85/229) and 17.47%(40/229), respectively. Surgeons with working years ≤5 years, 6-10 years, 11-15 years and ≥16 years accounted for 19.21%(44/229), 22.27%(51/229), 26.64%(61/229) and 31.88%(73/229), respectively. Hepatobiliary and pancreatic surgeons, esophageal and gastrointestinal surgeons were the main specialties, accounting for 48.03%(110/229) and 14.41%(33/229), respectively. The original intentions of opening We-Media platforms (multiple choice) included increasing patient population and improving the income, accumulating cases to facilitate clinical research projects, increasing the popularity of the industry and gain peer recognition, increasing social awareness and improving spiritual satisfaction, passive assignments form units or hospitals, which accounted for 52.84% (121/229), 54.15%(124/229), 64.19%(147/229), 58.08%(133/229), 17.90%(41/229), respectively. (3) Daily workload and research background of surgeons running We-Media platforms: 60.26%(138/229) of surgeons participated in offline social welfare activities 1-3 times per year and 26.64%(61/229) of surgeons participated >3 times per year. There were 47.60% (109/229) of surgeons performing 5-10 operations per week and 33.19%(76/229) of surgeons performing >10 operations per week. In terms of scientific researches, 38.43%(88/229) of surgeons had not published high-quality English articles as the first author or co-first author, 24.89%(57/229) of surgeons had published 1-3 articles and 36.68%(84/229) of surgeons had published >3 articles. There were 51.09%(117/229) of surgeons without any longitu-dinal projects, 13.54%(31/229) of surgeons with national projects, 35.37%(81/229) of surgeons with provincial and ministerial projects. (4) Information related to We-Media platforms: there were 65.50%(150/229) of surgeons running wechat public account, 55.02%(126/229) of surgeons running consultation platform, 31.44%(72/229) of surgeons running TikTok, 21.40%(49/229) of surgeons running wechat video account (some surgeons operated multiple We-Media platforms). The time of operating the platform was <1 year in 35.81%(82/229) of surgeons, 1-3 years in 42.79%(98/229) of surgeons, >3 years in 21.40%(49/229) of surgeons, respectively. The contents of We-Media platforms were updated >2 weeks in 45.85%(105/229) of surgeons. There were 63.32%(145/229) of surgeons with We-Media platforms win-ning emotional support from their department or hospital, 12.66%(29/229) of surgeons with We-Media platforms winning financial support. There were 82.53%(189/229) of surgeons operating We-Media platforms by theirselves. The We-Media plat-form operation was smooth in 47.16%(108/229) of surgeons, unsustainable in 50.22%(115/229) of surgeons and suspended in 2.62%(6/229) of surgeons. On average, it took less than 30 minutes for 60.70%(139/229) of surgeons and 30-60 minutes for 27.07%(62/229) of surgeons to operate the We-Media platforms of surgeons every times, respec-tively. The background message or consulta-tion was allowed in 89.08%(204/229) of surgeons. The number of leaving messages was <5 times in 52.84%(121/229) of surgeons and >50 times in 6.99%(16/229) of surgeons. On average, each content in 59.39%(136/229) of surgeons were "liked" or "viewed" <100 times, and each content in 29.26%(67/229) of surgeons were "liked" or "viewed" 100-300 times. There were 60.26%(138/229) of surgeons having content with the highest "liked" or "viewed" clicks <1 000 times and 6.99%(16/229) of surgeons having content with the highest "liked" or "viewed" clicks >10 million times. On average, each content in 74.67%(171/229) of surgeons were "forwarded" <100 times, and each content in 6.55%(15/229) of surgeons were "forwarded" >300 times, respectively. The number of followers was <1 million in 87.34%(200/229) of surgeons. The We-Media audiences (multiple choices) included related professional peers, related health care professionals, patients of surgeons, general public, accounting for 42.36%(97/229), 31.00%(71/229), 52.40%(120/229), 53.71%(123/229), respectively. (5) Influence of running We-Media platforms on patients: 34.93%(80/229) of surgeons believed that the operation of We-Media platform significantly increased the number of outpatient and inpatient patients of themselves, 29.69%(68/229) of surgeons believed that the operation of We-Media platform significantly increased the number of outpatient and inpatient patients in their departments, respectively. In the view of 75.98%(174/229) of surgeons, the percent of outpatient and inpatient patients by We-Media platforms was <10%. After 6 months of We-Media operation, 39.74%(91/229) and 25.33%(58/229) of surgeons believed that inpatient and outpatient compliance was significantly improved, respectively, and 46.29% (106/229) of surgeons believed that preopera-tive and pre-chemotherapy or pre-radiotherapy conversations saved more time. (6) Influence of running We-Media platforms on surgeons: 20.09%(46/229) and 6.55%(15/229) of surgeons attributed the success to "long-term, sustainable, absorbed operation" and "important contents of We-Media platforms and wide audiences". There were 72.49%(166/229) of surgeons yet to be successful. There were 26.64% (61/229) and 22.27%(51/229) of surgeons believing that opening We-Media platforms was conducive to the association's employment and multicenter clinical research. Operating We-Media platforms was conducive to professional knowledge improvement, clinical research ability enhancement and teaching level of students, which was believed by 54.59%(125/229), 40.17%(92/229) and 48.91%(112/229) of surgeons, respectively. Although the total income in 88.65%(203/229) of surgeons increased less than 20% after 6 months of operation, 47.60%(109/229) of surgeons believed that "the sense of achievement or pleasure in work has been significantly improved", and 48.91%(112/229) of surgeons did not have the idea of quitting. There were 7.42%(17/229) of surgeons with the idea of quitting the operation of We-Media platforms. (7) Feelings and suggestions of surgeons after running We-Media platforms: the proportion of surgeons who hoped to get help from departments, hospitals, associations and the society were 61.57%(141/229), 72.05%(165/229), 47.16%(108/229) and 53.28%(122/229), respectively. Only 9.61%(22/229) of surgeons did not require help. Commercial advertisement was allowed by 40.17%(92/229) of surgeons and forbidden by 59.83%(137/229) of surgeons. In terms of alternative suggestion, 70.74%(162/229) of surgeons believed that it was necessary for the We-Media platforms to involve more doctors of different specialties, but 40.61%(93/229) of surgeons believed that relevant departments or associations should strengthen supervision under the current situation. In addition, 32.75%(75/229) of surgeons believed that the operation of We-Media platform requires more investment. The were 27.95%(64/229) of surgeons giving specific suggestions on running We-Media platforms, 7.81%(5/64) of which did not suggest a blind try.Conclusions:Most surgeons who open and operate We-Media platforms in China are faced with problems such as busy work, limited time and energy, low-income increase, and lack of professional promotion and maintenance teams and external support. Even so, there are still many surgeons who have achieved success through long-term persistence and high-quality content output, thus increasing the number of patient visits, improving their own ability and industry influence, and bringing a greater sense of professional achievement.
8.Development and clinical evaluation of intelligent vision examination and management system based on mobile terminal
Yifan XIANG ; Jingjing CHEN ; Weiling HU ; Fabao XU ; Haotian LIN
Chinese Journal of Experimental Ophthalmology 2021;39(9):798-802
Objective:To develop an intelligent vision examination and management system based on mobile terminal, and evaluate its practical application.Methods:A diagnostic test study was adopted.Fifty children and adolescents (100 eyes) aged from 3 to 14 years, with an average age of (8.16±4.58) years, were enrolled in Zhongshan Ophthalmic Center from March to May, 2020.An intelligent vision examination and management system for Android and IOS devices, which applied technologies of real-time range measurement, speech recognition, and gesture recognition to achieve the real-time interaction in the vision examination, was developed using JAVA language and xcode11.The uncorrected visual acuity of subjects was tested with the intelligent vision system and the standard eye chart in hospital.The difference in the number of cooperative eyes between the two methods was analyzed by χ2 test.The LogMAR acuity of the two methods were compared by Wilcoxon rank sum test and the consistency between the two methods was analyzed by Kappa test.The study adhered to the Declaration of Helsinki, and the study protocol was approved by an Ethics Committee of Zhongshan Ophthalmic Center (No.2020KYPJ095). Written informed consent was obtained from guardians of each subject prior to any examination. Results:The intelligent vision examination and management system was successfully developed for Android and IOS devices, which was loaded with precise vision examination at 3 meters, intelligent interaction, result output and automatic filing functionalities.The inspection range of visual acuity was from 0.1 to 1.5.The size and resolution of eye chart met the national standard.There was no significant difference in the number of cooperative eyes during examination between traditional eye chart (99/100) and intelligent vision examination system (98/100) ( χ2=0.338, P=0.561). There was no significant difference in examination results between traditional eye chart 0.3 (0.2, 0.5) LogMAR and intelligent vision examination system 0.3 (0.2, 0.5) LogMAR ( Z=-1.602, P=0.109), and there was a high consistency between the two methods (Kappa coefficient=0.885). Conclusions:The intelligent vision examination and management system based on the mobile terminal is of high accuracy and practicability, which can effectively meet the public demand for at-home vision testing and long-term tracking.The system can be promoted and applied as a new mode for personalized eye health management.
9.New diagnosis and treatment pattern for cataract based on artificial intelligence
Ting WANG ; Ruixin WANG ; Haotian LIN
Chinese Journal of Experimental Ophthalmology 2021;39(9):832-836
With the increase in the aging of the global population, the prevalence of cataract has increased gradually, and cataract has become a significant cause of blindness and visual impairment in China and even in the whole world.In recent years, artificial intelligence (AI) technology has developed rapidly, and has been applied widely in medical fields, especially in ophthalmology.AI is expected to become a vital method to alleviate the lack of medical resources, improve the efficiency of diagnosis and treatment and reduce medical costs.For cataract, AI is mainly applied in cataract screening and diagnosis, preoperative evaluation, the calculation of intraocular lens power and the analysis of cataract surgery procedure.In this article, the researches on the applications of AI technology in the diagnosis and classification of cataract based on the slit-lamp/fundus photograph, ultrasound image, cataract surgery video and health record data, the grading of opacity, the calculation of intraocular lens power as well as the recognization of cataract surgery and the management of cataract patients at home and abroad were summarized and reviewed in order to provide more references for the application and promotion of AI in ophthalmology.
10.Screening and diagnostic system construction for optic neuritis and non-arteritic anterior ischemic optic neuropathy based on color fundus images using deep learning
Kaiqun LIU ; Shaopeng LIU ; Xiao TAN ; Haotian LIN ; Hui YANG
Chinese Journal of Ocular Fundus Diseases 2023;39(1):51-58
Objective:To construct and evaluate a screening and diagnostic system based on color fundus images and artificial intelligence (AI)-assisted screening for optic neuritis (ON) and non-arteritic anterior ischemic optic neuropathy (NAION).Methods:A diagnostic test study. From 2016 to 2020, 178 cases 267 eyes of NAION patients (NAION group) and 204 cases 346 eyes of ON patients (ON group) were examined and diagnosed in Zhongshan Ophthalmic Center of Sun Yat-sen University; 513 healthy individuals of 1 160 eyes (the normal control group) with normal fundus by visual acuity, intraocular pressure and optical coherence tomography examination were collected from 2018 to 2020. All 2 909 color fundus images were as the data set of the screening and diagnosis system, including 730, 805, and 1 374 images for the NAION group, ON group, and normal control group, respectively. The correctly labeled color fundus images were used as input data, and the EfficientNet-B0 algorithm was selected for model training and validation. Finally, three systems for screening abnormal optic discs, ON, and NAION were constructed. The subject operating characteristic (ROC) curve, area under the ROC (AUC), accuracy, sensitivity, specificity, and heat map were used as indicators of diagnostic efficacy.Results:In the test data set, the AUC for diagnosing the presence of an abnormal optic disc, the presence of ON, and the presence of NAION were 0.967 [95% confidence interval ( CI) 0.947-0.980], 0.964 (95% CI 0.938-0.979), and 0.979 (95% CI 0.958-0.989), respectively. The activation area of the systems were mainly located in the optic disc area in the decision-making process. Conclusion:Abnormal optic disc, ON and NAION, and screening diagnostic systems based on color fundus images have shown accurate and efficient diagnostic performance.