1.Molecular Mechanisms of Qingfei Paidu Decoction in the Prevention and Treatment of Acute Lung Injury in Mice Based on miRNA Sequencing
Longxue LI ; Chongfan WAN ; Qi ZHANG ; Ruting LEI ; Xiaoyue WANG ; Leyan CHENG ; Qi LAI ; Ronghua LIU ; Xuan LIU ; Tielong XU
Laboratory Animal and Comparative Medicine 2026;46(3):311-320
ObjectiveTo investigate the preventive and therapeutic effects of Qingfei Paidu decoction (QFPDD) on acute lung injury (ALI) in mice and its underlying molecular mechanisms based on miRNA sequencing technology. MethodsTwenty-four 4-week-old male KM mice were randomly divided into a control group, a model group, and a QFPDD group (n = 8 per group). After one week of acclimatization, mice in the control and model groups were intragastrically administered ultrapure water (0.2 mL per dose), whereas mice in the QFPDD group were intragastrically administered QFPDD (1.6 g crude drug/mL, 0.2 mL per dose), twice daily for 8 consecutive days. On days 2–8, mice in the model and QFPDD groups were exposed to aerosolized lipopolysaccharide (LPS) solution (2.5 g/L, 4 mL per exposure) for 7 consecutive days. On day 9, blood was collected via the retro-orbital venous plexus under deep anesthesia, and lung tissues were harvested. Body weight and lung weight were measured, and the lung coefficient was calculated. Serum levels of inflammatory cytokines tumor necrosis factor-α (TNF-α), interleukin (IL)-1β, and IL-6 were detected by ELISA. Lung histopathological changes were observed by HE staining of paraffin-embedded sections. miRNA expression profiles in lung tissues were analyzed using the Illumina HiSeq 2500 sequencing platform. Target genes of differentially expressed miRNAs were predicted using bioinformatics databases, and functional enrichment analysis of these target genes was performed using gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases. Differentially expressed miRNAs were validated by reverse transcription quantitative real-time PCR (RT-qPCR). ResultsCompared with the control group, the model group showed a consistent body weight growth trend but a significantly increased lung coefficient (P < 0.01). ELISA results showed that serum levels of TNF-α and IL-6 were significantly elevated in the model group compared with the control group (P < 0.01), whereas QFPDD treatment significantly reduced serum TNF-α and IL-6 levels compared with the model group (P < 0.05). HE staining showed that, compared with the control group, the model group exhibited widened alveolar septa, massive inflammatory cell infiltration, partial alveolar expansion, and mild capillary dilation with congestion. In contrast, the QFPDD group showed only slightly widened alveolar septa and mild inflammatory cell infiltration compared with the model group. Intersection analysis of miRNA sequencing data identified 13 differentially expressed miRNAs common to both the model vs. control and QFPDD vs. model comparisons. Among them, 6 miRNAs (mmu-miR-203-3p, mmu-miR-181b-5p_R-1, hsa-miR-4286_R+1, mmu-miR-1843b-5p_L+1R-1_2, mmu-miR-22-3p, and mmu-miR-1964-3p) were significantly up-regulated in the model group (P < 0.05) and significantly down-regulated after QFPDD treatment (P < 0.05), showing a therapeutic reversal trend. GO analysis revealed that the target genes of the differentially expressed miRNAs were mainly enriched in biological processes such as RNA polymerase Ⅱ transcriptional regulation. KEGG analysis indicated that target genes were mainly enriched in signaling pathways including the mitogen-activated protein kinase (MAPK) pathway. RT-qPCR validation result for mmu-miR-203-3p was consistent with the sequencing analysis results. ConclusionQFPDD may exert preventive and therapeutic effects against ALI by regulating the expression of mmu-miR-203-3p and other miRNAs, thereby modulating inflammatory responses and the MAPK signaling pathway and participating in the pathological process of lung injury.
2.The Neurobiological Mechanisms of Runner’s High
Yun-Teng WANG ; Jia-Qi LIANG ; Wan-Tang SU ; Li ZHAO ; Yan LI
Progress in Biochemistry and Biophysics 2025;52(2):358-373
“Runner’s high” refers to a momentary sense of pleasure that suddenly appears during running or other exercise activities, characterized by anti-anxiety, pain relief, and other symptoms. The neurobiological mechanism of “runner’s high” is unclear. This review summarizes human and animal models for studying “runner’s high”, analyzes the neurotransmitters and neural circuits involved in runner’s high, and elucidates the evidence and shortcomings of researches related to “runner’s high”. This review also provides prospects for future research. Research has found that exercise lasting more than 30 min and with an intensity exceeding 70% of the maximum heart rate can reach a “runner’s high”. Human experiments on “runner’s high” mostly use treadmill exercise intervention, and evaluate it through questionnaire surveys, measurement of plasma AEA, miRNA and other indicators. Animal experiments often use voluntary wheel running intervention, and evaluate it through behavioral experiments such as conditional place preference, light dark box experiments (anxiety), hot plate experiments (pain sensitivity), and measurement of plasma AEA and other indicators. Dopamine, endogenous opioid peptides, endogenous cannabinoids, brain-derived neurotrophic factor, and other substances increase after exercise, which may be related to the “runner’s high”. However, attention should be paid to the functional differences of these substances in the central and peripheral regions, as well as in different brain regions. Moreover, current studies have not identified the targets of the neurotransmitters or neural factors mentioned above, and further in-depth researches are needed. The mesolimbic dopamine system, prefrontal cortex-nucleus accumbens projection, ventral hippocampus-nucleus accumbens projection, red nucleus-ventral tegmental area projection, cerebellar-ventral tegmental area projection, and brain-gut axis may be involved in the regulation of runner’s high, but there is a lack of direct evidence to prove their involvement. There are still many issues that need to be addressed in the research on the neurobiological mechanisms of “runner’s high”. (1) Most studies on “runner’s high” involve one-time exercise, and the characteristics of changes in “runner’s high” during long-term exercise still need to be explored. (2) The using of scales to evaluate subjects lead to the lacking of objective indicators. However, some potential biomarkers (such as endocannabinoids) have inconsistent characteristics of changes after one-time and long-term exercise. (3) The neurotransmitters involved in the formation of the “runner’s high” all increase in the peripheral and/or central nervous system after exercise. Attention should be paid to whether peripheral substances can enter the blood-brain barrier and the binding effects of neurotransmitters to different receptors are completely different in different brain regions. (4) Most of the current evidence show that some brain regions are activated after exercise. Is there a functional circuit mediating “runner’s high” between these brain regions? (5) Although training at a specific exercise intensity can lead to “runner’s high”, most runners have not experienced “runner’s high”. Can more scientific training methods or technological means be used to make it easier for people to experience the “runner’s high” and thus be more willing to engage in exercise? (6) The “runner’s high” and “addiction” behaviors are extremely similar, and there are evidences that exercise can reverse addictive behaviors. However, why is there still a considerable number of people in the sports population and even athletes who smoke or use addictive drugs instead of pursuing the “pleasure” brought by exercise? Solving the problems above is of great significance for enhancing the desire of exercise, improving the clinical application of neurological and psychiatric diseases through exercise, and enhancing the overall physical fitness of the population.
3.Coral calcium hydride promotes peripheral mitochondrial division and reduces AT-Ⅱ cells damage in ARDS via activation of the Trx2/Myo19/Drp1 pathway
Qian LI ; Yang ANG ; Qing-Qing ZHOU ; Min SHI ; Wei CHEN ; Yujie WANG ; Pan YU ; Bing WAN ; Wanyou YU ; Liping JIANG ; Yadan SHI ; Zhao LIN ; Shaozheng SONG ; Manlin DUAN ; Yun LONG ; Qi WANG ; Wentao LIU ; Hongguang BAO
Journal of Pharmaceutical Analysis 2025;15(3):610-624
Acute respiratory distress syndrome(ARDS)is a common respiratory emergency,but current clinical treatment remains at the level of symptomatic support and there is a lack of effective targeted treatment measures.Our previous study confirmed that inhalation of hydrogen gas can reduce the acute lung injury of ARDS,but the application of hydrogen has flammable and explosive safety concerns.Drinking hydrogen-rich liquid or inhaling hydrogen gas has been shown to play an important role in scavenging reactive oxygen species and maintaining mitochondrial quality control balance,thus improving ARDS in patients and animal models.Coral calcium hydrogenation(CCH)is a new solid molecular hydrogen carrier prepared from coral calcium(CC).Whether and how CCH affects acute lung injury in ARDS re-mains unstudied.In this study,we observed the therapeutic effect of CCH on lipopolysaccharide(LPS)induced acute lung injury in ARDS mice.The survival rate of mice treated with CCH and hydrogen inhalation was found to be comparable,demonstrating a significant improvement compared to the untreated ARDS model group.CCH treatment significantly reduced pulmonary hemorrhage and edema,and improved pulmonary function and local microcirculation in ARDS mice.CCH promoted mitochon-drial peripheral division in the early course of ARDS by activating mitochondrial thioredoxin 2(Trx2),improved lung mitochondrial dysfunction induced by LPS,and reduced oxidative stress damage.The results indicate that CCH is a highly efficient hydrogen-rich agent that can attenuate acute lung injury of ARDS by improving the mitochondrial function through Trx2 activation.
4.Role of Ti-loop patch in shaping immediate omental breast reconstruction after breast cancer surgery
Junda HU ; Li LI ; Hao LIU ; Nengbin WAN ; Qi LIU ; Fen TANG ; Youben FAN ; Lingli LU
Chinese Journal of Endocrine Surgery 2025;19(2):141-146
Objective:To summarize the technical difficulties, key points and cosmetic effects of Ti-loop patch application in breast shaping of immediate reconstruction with omental flap transplantation after mastectomy.Methods:The clinical data of 90 cases with breast cancer who underwent immediate breast reconstruction by using laparoscopically harvested omental flap alone or combined with prosthesis after nipple and areola complex sparing mastectomy from May. 2020 to Jan. 2023 in Hunan Cancer Hospital was retrospectively analyzed. All patients were female between 16 and 55 years old with the average age of 42. Their courses of the disease range from 5 to 26 months with the mean of 15.5 months. These patients received mastectomy with conservation of nipple and areola, and then the greater omentum with right pedicle were harvested laparoscopically. Ti-loop patch was used to hang and fix the greater omentum as a support. 27 patients accepted immediate breast reconstruction with pedicled greater omentum alone, while 63 subjects with greater omentum and gel prosthesis. Among them, contralateral breast contraction and lift was operated on 9 cases.Results:All the pedicled greater omentum successfully survived, and wound surfaces of donor and recipient sites healed at stage I. Axillary lymph node dissection and postoperative radiotherapy were performed on 14 patients with positive pathological examination of sentinel lymph nodes. Breasts of two patients were found to be smaller after postoperative radiotherapy. All 90 subjects were followed up for 5 to 32 months, and the average follow-up period was 16.4 months. The reconstructed breasts were good in shape and tactile sensation. Only punctate scars were observed in donor sites of abdomen. All patients recovered with no upper limb lymphedema, no short and long term complications in abdomen, and only one patient had papillary recurrence without distant metastasis.Conclusions:The omental flap is hard to be sutured and shaped in the reconstructed breast, while easily to be avulsed and form hematoma. The application of Ti-loop patch, which could semi-surround and wrap the greater omentum, and suspend and fix it on the chest wall in upper pole of the breast as a support, can significantly improve the reconstruction effect.
5.The Histone Methyltransferase EZH2 is Downregulated in the Terminal Differentiation of Cardiomyocytes
Wan-Yi ZHANG ; Wan-Lei ZHANG ; Yuan-Yuan LIU ; Ling-Er DING ; Qi-Kai TANG ; Zhen-Hang LI ; Hao-Ying YANG ; Tao LI
Chinese Journal of Biochemistry and Molecular Biology 2025;41(3):415-425
Enhancer of zeste homolog 2(EZH2)is a histone methyltransferase It mediates trimethylation of lysine 27 on histone H3,thereby facilitating the epigenetic silencing of downstream genes.In conjunc-tion with SUZ12,EED,and other components,it constitutes the polycomb repressive complex 2(PRC2)complex.While EZH2 is intricately involved in cellular proliferation and cardiac development,the chan-ges in its expression during cardiac terminal differentiation remain elusive.In this study,we employed differential gene expression analysis of embryonic and adult myocardial cells using the GEO database,and found that EZH2 is highly expressed in embryonic myocardium,but is present at very low levels in adult myocardium(P<0.0001).Conversely,the expression changes of PRC2 members SUZ12 and EED are not as pronounced.Online analysis through the Tabula Muris database indicates that under physiological conditions,various cell subpopulations in the adult mouse heart exhibit negligible expression of EZH2.Immunohistochemical staining of mouse cardiac tissues shows that EZH2 is highly expressed in embryonic and neonatal myocardium but declines progressively from the first day after birth(P<0.0001),becoming almost undetectable by the third day.Western blotting further confirms the rapid disappearance of EZH2 expression post-birth(P<0.05),with EZH1 compensating for the downregulation of EZH2 to maintain H3K27me3 modification levels.Additionally,using the P19 teratocarcinoma stem cell model for cardio-myocyte differentiation,it is observed that EZH2 is significantly upregulated during the transition from cardiac progenitor cells to spontaneously beating cardiomyocytes,correlating with the expression of the cardiomyocyte transcription factor Gata4(P<0.01).Targeted degradation of EZH2 using the small mole-cule drug MS1943 significantly inhibits the proliferation of induced cardiomyocytes,as evidenced by 5-e-thynyl-2'-deoxyuridine(EdU)incorporation assays(P<0.01),and RT-qPCR reveals a marked in-crease in the expression of the proliferation inhibitor CDKN1A(P<0.01).In summary,the high expres-sion of EZH2 in embryonic myocardial cells is associated with enhanced cell proliferation.The rapid loss of EZH2 expression postnatally correlates with the loss of proliferative capacity in cardiomyocytes,mark-ing it as a key indicator of cardiac terminal differentiation.
6.Analysis and prediction of the disease burden of esophageal cancer by province in China from 1990 to 2019
Zhiyuan CHENG ; Tinglu WANG ; Yunfei JIAO ; Jinlei QI ; Maigeng ZHOU ; Rong WAN ; Zhaoshen LI ; Luowei WANG
Chinese Journal of Digestion 2025;45(3):156-161
Objective:To analyze the prevalence, trends in disease burden, and risk factors of esophageal cancer in various provinces of China from 1990 to 2019.Methods:Utilizing data from the 2019 global burden of disease study, the disease burden of esophageal cancer of 31 provinces, municipalities, and autonomous regions, as well as Hong Kong Special Administrative Region and Macao Special Administrative Region of China from 1990 to 2019 were analyzed. The disease burden of esophageal cancer in China was described with the number (and incidence) of cases, the number (and mortality) of death, and disability-adjusted life year (DALY) and their age-standardized rates. Joinpoint regression analysis and t-test were used to evaluate the annual percent change and the average annual percent change (AAPC). Scatter plots and Spearman correlation coefficients were performed to analyze the correlation between the disease burden of esophageal cancer and the socio-demographic index (SDI), as well as DALY in each province. Results:In 2019, there were 278 121 new cases of esophageal cancer and 257 316 deaths in China, increased by 60.13% and 45.70% respectively compared with 1990. The top 3 provinces with the highest age-standardized incidence of esophageal cancer were Sichuan Province (25.96/100 000), Jiangsu Province (23.80/100 000), and Fujian Province (21.98/100 000). From 1990 to 2019, except for Jiangsu Province and Sichuan Province, the age-standardized incidence in other provinces showed a declining trend. The age-standardized mortality and DALYs of esophageal cancer decreased in all provinces as well as in Hong Kong and Macao Special Administrative Regions of China. The attributable risk factors of esophageal cancer caused deaths in China mainly included smoking, alcohol consumption, high body mass index, and low fruit intake, accounting for 91.38% of all the cases. With the increase of the SDI, the age-standardized rates of DALY in high incidence areas of esophageal cancer (Sichuan Province, Jiangsu Province, Fujian Province, Henan Province, Chongqing City, Xinjiang Uygur Autonomous Region, Shanxi Province, and Anhui Province) demonstrated a trend of initially decline and then an upward. In contrast, the age-standardized rates of DALY of esophageal cancer in other provinces, as well as in Hong Kong and Macao Special Administrative Regions of China, showed a trend of initially upward and then decline. The age-standardized rate of DALY of esophageal cancer showed a negative correlation with SDI ( r=-0.315, P<0.001). From 1990 to 2019, the age-standardized incidence and mortality of esophageal cancer generally demonstrated a downward trend. The AAPC was -1.43% ( t=-19.16, P<0.001) for incidence and -1.83% ( t=-29.63, P<0.001) for mortality, respectively. It is projected that by 2044, the actual number of new esophageal cancer cases in China will increase from 278 121 in 2019 to 291 206 in 2044, and the actual number of deaths will increase from 257 316 to 275 856. Conclusions:In recent years, the disease burden of esophageal cancer in China remains a serious status, with significant differences in geography and gender. It is projected that by 2044, the number of new esophageal cancer cases and deaths in China will continue to increase. Effective strategies and policies are urgently needed to reduce the disease burden.
7.Association of redundant foreskin with sexual dysfunction: a cross-sectional study from 5700 participants.
Yuan-Qi ZHAO ; Nian LI ; Xiao-Hua JIANG ; Yang-Yang WAN ; Bo XU ; Xue-Chun HU ; Yi-Fu HOU ; Ji-Yan LI ; Shun BAI
Asian Journal of Andrology 2025;27(1):90-95
A previous study showed that the length of the foreskin plays a role in the risk of sexually transmitted infections and chronic prostatitis, which can lead to poor quality of sexual life. Here, the association between foreskin length and sexual dysfunction was evaluated. A total of 5700 participants were recruited from the andrology clinic at The First Affiliated Hospital of University of Science and Technology of China (Hefei, China). Clinical characteristics, including foreskin length, were collected, and sexual function was assessed by the International Index of Erectile Function-5 (IIEF-5) and Premature Ejaculation Diagnostic Tool (PEDT) questionnaires. Men with sexual dysfunction were more likely to have redundant foreskin than men without sexual dysfunction. Among the 2721 erectile dysfunction (ED) patients and 1064 premature ejaculation (PE) patients, 301 (11.1%) ED patients and 135 (12.7%) PE patients had redundant foreskin, respectively. Men in the PE group were more likely to have redundant foreskin than men in the non-PE group ( P = 0.004). Logistic regression analyses revealed that the presence of redundant foreskin was associated with increased odds of moderate/severe ED (adjusted odds ratio [aOR] = 1.31, adjusted P = 0.04), moderate PE (aOR = 1.38, adjusted P = 0.02), and probable PE (aOR = 1.37, adjusted P = 0.03) after adjusting for confounding variables. Our study revealed a positive correlation between the presence of redundant foreskin and the risk of sexual dysfunction, especially in PE patients. Assessment of the length of the foreskin during routine clinical diagnosis may provide information for patients with sexual dysfunction.
Humans
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Male
;
Foreskin
;
Cross-Sectional Studies
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Adult
;
Erectile Dysfunction/epidemiology*
;
Premature Ejaculation/epidemiology*
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Middle Aged
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China/epidemiology*
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Surveys and Questionnaires
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Sexual Dysfunction, Physiological/epidemiology*
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Young Adult
8.The development of a Self-Management Demand Scale for infertile patients with obese polycystic ovary syndrome and the test of its reliability and validity
Jiaxin LI ; Li GENG ; Yinglu WAN ; Xiaoli WANG ; Xiaowei QI
Chinese Journal of Nursing 2025;60(18):2258-2264
Objective To develop a Self-Management Demand Scale for infertile patients with obese polycystic ovary syndrome(PCOS)suitable for domestic socio-cultural background,and to test its validity and reliability.Methods Based on the self-management model,the item pool of the scale was constructed through literature review,semi-structured interviews,and Delphi expert consultation.Using convenience sampling method,560 obese PCOS combined with infertility patients from a tertiary-level hospital in Wuhan City were selected for questionnaire survey from June to November 2023,and they were divided into 2 parts according to the time of survey for exploratory factor analysis and validation factor analysis.Results Finally,554 valid questionnaires were collected.The Self-Management Demand Scale for infertile patients with obese PCOS contains 3 dimensions and 37 entries.Exploratory factor analysis extracted 3 factors with the cumulative variance contribution rate of 78.785%.The results of the validation factor analysis showed a good model fit.The content validity indices at the scale entry level ranged from 0.830 to 1.000,and the content validity indices at the scale level were 0.920.The Cronbach's αcoefficients for the scale as a whole were 0.967,and those for the dimensions ranged from 0.890 to 0.971;the split-half reliabilities of the overall scale as a whole were 0.856 and the split-half reliabilities of the dimensions were 0.802~0.895.Conclusion The scale has ideal validity and reliability,which provided a scientific tool to measure accurately the self-management demands of the infertile patients with obese PCOS.
9.Preferences for achievements transformation of Traditional Chinese Medicine(TCM)Preparation among medical staff in TCM hospitals in Beijing
Yi-xuan CHEN ; Xue-feng SHI ; Wan-jin YANG ; Xin-qi GENG ; Han-lin NIE ; Ming-li MA ; Xiao-wei NIU ; Yao-qi WANG
Chinese Journal of Health Policy 2025;18(11):66-73
Objective:To analyze the preferences of medical staff in TCM hospitals in Beijing regarding the achievements transformation of hospital traditional Chinese medicine preparations,and to provide a reference for formulating incentive policies.Methods:233 medical staff from five TCM hospitals in Beijing were taken as the research objects,and surveyed with a questionnaire designed based on the discrete choice experiment(DCE).Mixed logit models and latent class models were then used to analyze their transformation preferences.Results:The mixed Logit model revealed that seven key attributes significantly influenced medical staff's preferences for the achievements transformation of traditional Chinese medicine preparations(P<0.05).Latent class analysis identified three distinct preference groups among respondents:an organization-dependent group(27.0%),a pro-transformation group(61.4%),and a conservative group(11.6%).Conclusions:Medical Staff preferred transformation conditions that increased monthly income;utilized"human use+re-experimentation";involved the hospital's achievements transformation department as the entity;were funded by the hospital;offered a 70%profit share;enabled promotion three years earlier,and assigned patents to the hospital.The study recommends implementing diverse incentive measures and developing differentiated strategies tailored to the distinct Medical Staff categories to facilitate the transformation of hospital traditional Chinese medicine preparations into new drugs.
10.Machine learning-based prediction of accelerated corneal collagen cross-linking surgery outcomes
Qi WAN ; Li CHEN ; Ran WEI ; Hongbo YIN ; Jing TANG ; Yingping DENG ; Ke MA
Chinese Journal of Experimental Ophthalmology 2025;43(4):323-334
Objective:To use machine learning to predict the efficacy of accelerated corneal collagen cross-linking (A-CXL) surgery, identify prognostic factors, and construct models to predict postoperative disease progression.Methods:A single-center retrospective study was conducted.A total of 82 keratoconus patients (112 eyes) who underwent A-CXL surgery at the West China Hospital of Sichuan University between March and December 2021 were enrolled.Preoperative and follow-up examinations included anterior segment evaluation by slit-lamp microscopy, corneal topography using Pentacam, and corneal biomechanical indices using Corvis ST.Disease progression was defined as an increase in maximum keratometry (Kmax) of ≥1 D from the preoperative level at the last follow-up.Various machine learning algorithms were employed to analyze corneal topography, biomechanical parameters and corneal densitometry values to identify prognostic factors and construct models for predicting postoperative disease progression.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of West China Hospital, Sichuan University (No.2023496).Written informed consent was obtained from each subject.Results:During follow-up, 15.1% (17/112) of the eyes showed progression after A-CXL.The preoperative astigmatism and stress-strain index (SSI) in the progression group were (-5.41±2.72)D and 1.41±0.78, respectively, which were significantly higher than (-3.30±2.54)D and 0.95±0.98 in the non-progression group ( t=2.80, 2.03; both P<0.05).Cox regression analysis identified preoperative astigmatism (hazard ratio [HR]=1.20), SSI (HR=1.10), and anterior corneal densitometry of 2-6 mm (CDA6) (HR=2.10) as significant risk factors for post-A-CXL progression.Among various machine learning models developed and validated, the area under the curve (AUC) values for logistic regression, multilayer perceptron (MLP) model, and random forest (RF) exceeded 0.700.For F1-score, the AUC values for logistic regression, MLP, and RF were 0.870, 0.880, and 0.880, respectively.The network structure of the visualized MLP was a single-layer, 24-neurons neural network with 80% accuracy in predicting whether progression occurred after A-CXL.The clinical nomogram developed in conjunction with astigmatism, SSI, and CDA6 predicted the cumulative probability of progression at 0.5, 1, and 2 years postoperatively based on the sum of the specified values for each variable, and based on the optimal cutoff value, keratoconus corneas could be classified into high-, intermediate-, and low-risk groups, respectively.The time-dependent subject operating characteristic curves of the nomogram showed AUCs of 0.734, 0.685, and 0.935 at 0.5, 1, and 2 years postoperatively, respectively, all of which performed well in predicting progression. Conclusions:Preoperative astigmatism, SSI, and CDA6 are significant risk factors for post-A-CXL progression in keratoconus.The MLP model can accurately predict postoperative disease progression, and the clinical nomogram combining preoperative astigmatism, SSI, and CDA6 can effectively differentiate between low-, medium-, and high-risk postoperative progression outcomes.

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