1.Multi-label fundus disease classification using dual-branch deep learning: an intelligent diagnosis framework inspired by traditional Chinese medicine Five Wheels theory
Xin HE ; Xiaohui LI ; Jun PENG ; Lei LEI ; Dan SHU ; Li XIAO ; Qinghua PENG ; Xiaoxia XIAO
Digital Chinese Medicine 2026;9(1):80-90
Objective:
To develop a dual-branch deep learning framework for accurate multi-label classification of fundus diseases, addressing the key limitations of insufficient complementary feature extraction and inadequate cross-modal feature fusion in existing automated diagnostic methods.
Methods:
The fundus multi-label classification dataset with 12 disease categories (FMLC-12) dataset was constructed by integrating complementary samples from Ocular Disease Intelligent Recognition (ODIR) and Retinal Fundus Multi-Disease Image Dataset (RFMiD), yielding 6 936 fundus images across 12 retinal pathology categories, and the framework was validated on both FMLC-12 and ODIR. Inspired by the holistic multi-regional assessment principle of the Five Wheels theory in traditional Chinese medicine (TCM) ophthalmology, the dual-branch multi-label network (DBMNet) was developed as a novel framework integrating complementary visual feature extraction with pathological correlation modeling. The architecture employed a TransNeXt backbone within a dual-branch design: one branch processed red-green-blue (RGB) images to capture color-dependent features, such as vascular patterns and lesion morphology, while the other processed grayscale-converted images to enhance subtle textural details and contrast variations. A feature interaction module (FIM) effectively integrated the multi-scale features from both branches. Comprehensive ablation studies were conducted to evaluate the contributions of the dual-branch architecture and the FIM. The performance of DBMNet was compared against four state-of-the-art methods, including EfficientNet Ensemble, transfer learning-based convolutional neural network (CNN), BFENet, and EyeDeep-Net, using mean average precision (mAP), F1-score, and Cohen's kappa coefficient.
Results:
The dual-branch architecture improved mAP by 15.44 percentage points over the single-branch TransNeXt baseline, increasing from 34.41% to 44.24%, and the addition of FIM further boosted mAP to 49.85%. On FMLC-12, DBMNet achieved an mAP of 49.85%, a Cohen’s kappa coefficient of 62.14%, and an F1-score of 70.21%. Compared with BFENet (mAP: 45.42%, kappa: 46.64%, F1-score: 71.34%), DBMNet outperformed it by 4.43 percentage points in mAP and 15.50 percentage points in kappa, while BFENet achieved a marginally higher F1-score. On ODIR, DBMNet achieved an F1-score of 85.50%, comparable to state-of-the-art methods.
Conclusion
DBMNet effectively integrates RGB and grayscale visual modalities through a dual-branch architecture, significantly improving multi-label fundus disease classification. The framework not only addresses the issue of insufficient feature fusion in existing methods but also demonstrates outstanding performance in balancing detection across both common and rare diseases, providing a promising and clinically applicable pathway for standardized, intelligent fundus disease classification.
2.Effects of Zuogui Pill (左归丸) Decoction on Cerebral Perfusion and Corticospinal Tract Remodeling in Patients With Ischemic Stroke of the Liver-Kidney Yin Deficiency Syndrome
Xinyu XU ; Dan WU ; Xiaohui YAN ; Hao HUA ; Siqi MEI ; Zihan ZHOU ; Jinglin ZHAO ; Shiyu HE ; Xiaoyu FEI ; Yangfan LIU ; Yue SU ; Li LI ; Wenlei LI
Journal of Traditional Chinese Medicine 2026;67(21):2302-2310
ObjectiveTo evaluate the clinical efficacy of Zuogui Pill (左归丸,ZGP) decoction on neurological function, motor function, and activities of daily living in patients with ischemic stroke (IS) of liver-kidney yin deficiency syndrome, and to assess its potential mechanisms from the perspectives of cerebral perfusion and corticospinal tract (CST) remodeling. MethodsA total of 108 patients with IS of liver-kidney yin deficiency syndrome and onset time ≤14 days were enrolled and randomly divided into a control group and a treatment group, with 54 cases in each group. The control group received conventional western medicine, while the treatment group received ZGP decoction (one dose per day) in addition to the conventional treatment. Both groups were treated for 90 days. The National Institutes of Health Stroke Scale (NIHSS), modified Rankin Scale (mRS), modified Barthel Index (MBI), Fugl-Meyer Assessment (FMA), and Chinese medicine syndrome score (CMS) were evaluated before treatment and after (90±3) days of treatment. Three-dimensional arterial spin labeling (3D-ASL) and diffusion tensor imaging (DTI) were performed to obtain ipsilesional cerebral blood flow (CBF) in the unaffected and affected hemispheres, relative CBF (rCBF), and fractional anisotropy (FA) of the CST. Nodal analysis of FA values along the CST was also conducted. Correlation analysis was used to assess the relationships between post-treatment cerebral perfusion parameters (CBF and rCBF), and FA values with clinical neurological function scores. ResultsAfter treatment, both groups showed significantly decreased NIHSS, mRS and CMS scores, together with significantly increased FMA and MBI scores (P<0.01). Intergroup comparison showed that NIHSS, mRS, and CMS scores in the treatment group were significantly lower than those in the control group , while MBI and FMA scores were significantly higher (P<0.01). The 3D-ASL results revealed that CBF and rCBF values in the affected hemisphere significantly increased in both groups after treatment, and the treatment group had significantly higher values (P<0.01). DTI showed that the FA value of the CST on the affected side in the treatment group was significantly higher than that in the control group after treatment (P<0.05). Nodal analysis along the CST further demonstrated that the continuity of FA values at lesion-related nodes 45~99 in the treatment group was significantly better than that in the control group (P<0.01), with significant increases at nodes 65~71 and 76~81 compared with baseline (P<0.05 or P<0.01), whereas the control group showed a decreasing trend at nodes 80~93 (P<0.05). Correlation analysis indicated that CBF and rCBF values in the affected hemisphere were negatively correlated with NIHSS and mRS scores and positively correlated with MBI score (P<0.05). FA value of the CST on the affected side, both before and after treatment, were negatively correlated with NIHSS score and positively correlated with FMA score (P<0.05 or P<0.01). ConclusionZGP decoction can effectively improve neurological function, motor function, and activities of daily living in IS patients with liver-kidney yin deficiency syndrome, and its mechanism may be related to enhanced cerebral perfusion in the affected hemisphere and corticospinal tract structural remodeling.
3.Value of combined detection of cerebrospinal fluid SNAP-25 and NEAT1 in evaluating degree of cognitive impairment and predicting disease progression in patients with Alzheimer's disease
Yu SHI ; Xiaohui JU ; Qi WANG ; Qin LI ; Li HE
Journal of Clinical Medicine in Practice 2025;29(12):13-18
Objective To evaluate value of combined detection of cerebrospinal fluid synaptosom-al-associated protein 25(SNAP-25)and long non-coding RNA nuclear-enriched transcript 1(NEAT1)in assessing cognitive impairment severity and disease progression in patients with Alzhei-mer's disease.Methods A total of 650 patients with Alzheimer's disease were selected as research subjects and divided into normal group(n=162),mild cognitive impairment group(n=380)and dementia group(n=108)according to their cognitive function.The correlations of the levels of SNAP-25 and NEAT1 in cerebrospinal fluid with the scores of Mini-Mental State Examination(MMSE)and Clinical Dementia Rating Scale(CDR)were analyzed.According to whether the patients in the mild cognitive impairment group progressed to dementia(followed up for 6 months),they were divided into disease progression group(progressed to dementia)and stable disease group(did not progress to dementia).The levels of SNAP-25 and NEAT1 in cerebrospinal fluid of patients in each group were compared.The receiver operating characteristic(ROC)curve was used to analyze the diagnostic value of cerebrospinal fluid SNAP-25 combined with NEAT1 for dementia and its predictive efficacy for the progression of mild cognitive impairment to dementia.Results The levels of SNAP-25 and NEAT1 mRNA in cerebrospinal fluid in the mild cognitive impairment group and the dementia group were significantly higher than those in the normal group;the levels of cerebrospinal fluid SNAP-25 and NEAT1 mRNA in the dementia group were significantly higher than those in the mild cognitive impairment group(P<0.05).The levels of cerebrospinal fluid SNAP-25 and NEAT1 mRNA in pa-tients of the mild cognitive impairment group and the dementia group were negatively correlated with the MMSE score(P<0.05),and positively correlated with the CDR score(P<0.05).In the mild cognitive impairment group,133 patients' conditions progressed from mild cognitive impairment to dementia.The levels of cerebrospinal fluid SNAP-25 and NEAT1 mRNA in the disease progres-sion group were significantly higher than those in the stable disease group(P<0.05).ROC curve analysis showed that the sensitivity of cerebrospinal fluid SNAP-25 combined with NEAT1 in diagno-sing dementia was 89.63%,the specificity was 54.08%,and the area under the curve(AUC)was 0.884.The sensitivity of cerebrospinal fluid SNAP-25 combined with NEAT1 in predicting the pro-gression of mild cognitive impairment to dementia was 83.41%,the specificity was 56.70%,and the AUC was 0.867.Conclusion The levels of SNAP-25 and NEAT1 in cerebrospinal fluid in-crease significantly with the aggravation of cognitive impairment in patients with Alzheimer's dis-ease.The combined detection of SNAP-25 and NEAT1 has relatively high diagnostic efficacy for de-mentia and predictive value for the progression from mild cognitive impairment to dementia.
4.Qixiong Zuogui Granules enhance synaptic plasticity in aging rats by regulating the BDNF/TrkB signaling pathway
Qingge WANG ; Xiaohui ZHAO ; Yuxuan HE ; Feixiang LIU ; Yunke ZHANG
Journal of Southern Medical University 2025;45(8):1589-1598
Objective To exple the mechanism of Qixiong Zuogui Granules(QXZG)for enhancing synaptic plasticity in aging rats.Method Forty SD rats were randomized into control group,aging model group,donepezil treatment group,and QXZG treatment group(n=10).Except for the control rats,all the rats were subjected to daily intraperitoneal injection of D-galactose for 8 consecutive weeks to induce brain aging,and donepezil hydrochloride and QXZG suspension were administered by gavage during modeling.After the interventions,the rats were evaluated for general conditions,behavioral changes,oxidative stress indicators,hippocampal pathologies,and expressions of the brain-derived neurotrophic factor(BDNF)/tyrosine kinase receptor B(TrkB)pathway,p16,and synaptic plasticity-associated proteins.Results The rats in the model group exhibited obvious aging phenotypes such as yellowing of the teeth and hair,body weight loss,and impaired learning and memory abilities,with decreased serum SOD and GSH-Px activities and increased serum MDA level.The rat models also showed obvious pathological changes,reduced Nissl bodies,and elevated p16 protein expression in the hippocampal CA1 region,with significantly decreased expression levels of BDNF,TrkB,CREB and synaptic plasticity proteins SYN,GAP43,and PSD95.Treatment with QXZG alleviated the aging phenotypes in the rat models,improved their learning and memory abilities and pathological changes in the hippocampal CA1 region,reduced oxidative stress and p16 protein expression,and promoted the expressions of the BDNF/TrkB pathway proteins and synaptic plasticity proteins.Conclusion QXZG enhances synaptic plasticity and reduces oxidative stress in aging rats possibly by upregulating the BDNF/TrkB signaling pathway proteins,thereby delaying brain aging and improving learning and memory abilities of the rats.
5.Research progress of progesterone-induced blocking factor in pregnancy
Xiaohui LIU ; Man LI ; Lixia HE ; Jun YAO
Chinese Journal of Reproduction and Contraception 2025;45(9):960-966
Progesterone-induced blocking factor (PIBF) is an immunomodulatory protein secreted by maternal activated lymphocytes, decidual cells and trophoblast cells. It mainly maintains the immune balance at the maternal-fetal interface by inhibiting natural killer cell activity and inducing type 2 helper T cell immune response. In addition, PIBF, as the core effector molecule downstream of progesterone signaling pathway, is closely related to endometrial proliferation and decidualization, trophoblast cell syncytialization and placental vascularization. PIBF plays an important role in pregnancy by regulating maternal-fetal interface immune balance and endometrial receptivity. In this article, we reviewed the issues related to PIBF and pregnancy, with the aim of providing better guidance for clinical work.
6.Study on the efficacy and safety of Metformin hydrochloride enteric-coated capsules in patients with type 2 diabetes mellitus
Yiming WU ; Jian ZHANG ; Nan GU ; Qijuan DONG ; Ruiyun LIU ; Hong ZHANG ; Haixia LIU ; Yongcai ZHAO ; Lin CHENG ; Lianshan PU ; Fang BIAN ; Gang HE ; Quanmin LI ; Wei DU ; Zhaoling WANG ; Wei XU ; Liyong ZHONG ; Xiaohui GUO
Chinese Journal of Diabetes 2025;33(3):210-214
Objective To evaluate the efficacy and safety of enteric-coated metformin hydrochloride capsules(Junlida?)in patients with T2DM and poor glycemic control under lifestyle interventions.Methods In this study,419 patients with T2DM were recruited from 15 research centers from July 2020 to March 2022,and randomly divided into observation(Obs)group(n=209)and control group(Con,n=210)using a multicenter,randomized,double-blind,non-inferiority trial design.Patients in the Obs group were treated with enteric-coated Metformin hydrochloride capsules(Junlida?),and patients in the Con group were treated with Metformin hydrochloride tablets(Glucophage?).The optimal effective dose of 2 g/d was achieved within 4 weeks,and the reasonable dose was maintained until the end of treatment.The treatment period was 24 weeks.HbA1c and its compliance rate,FPG,and body weight were compared between the two groups in full analysis set(FAS)and protocol set(PPS).Safety and adverse events(AE)were evaluated in safety set(SS).Results A total of 414 participants were randomized(207 cases in Obs group and 207 cases in Con group).414 cases in FAS population(207 cases in Obs group and 207 cases in Con group),and 328 cases in PPS population(164 cases in Obs group and 164 cases in Con group),and 414 cases in SS population(207 cases in Obs group and 207 cases in Con group).After treatment,HbA1c,FPG and body weight were lower in both groups(P<0.05)in FAS and PPS.HbA1c compliance rate was not significantly different between the two groups in FAS and PPS(P>0.05).The results of non-inferiority test showed that the lower limit was>-0.4%in both FAS(-0.154,95%CI-0.384~0.069)and PPS(-0.139,95%CI-0.390~0.112),and the Obs group reached non-inferiority end point.The achievement rate,compliance rate,safety index and incidence of AE were not significantly different between the two groups(P>0.05).Conclusions Junlida? demonstrated non-inferiority to Glucophage? in glycemic control and can be safely and effectively used in patients with diabetes.
7.Study on the accuracy of azimuthal sound source localization and the effect of different azimuth directions and angular interval settings
Jinsheng DAI ; Xiaolin HE ; Jiaying LI ; Xing WANG ; Xiaohui WEN ; Ningyu WANG ; Juan ZHANG
Chinese Archives of Otolaryngology-Head and Neck Surgery 2025;32(2):82-85,93
OBJECTIVE To investigate the relationship between azimuth direction,angular intervals,and the accuracy of azimuthal sound source localization.METHODS Fifteen young subjects with normal hearing were tested using nine azimuth settings.The test results were presented as root mean square error and percentage confusion.RESULTS The confusion rate under high-frequency narrowband noise was significantly higher than that under broadband noise and three-syllable words.In the frontal direction,statistically significant differences were observed between the 20° and 10° intervals,as well as between the 20° and 15° intervals(P<0.05),but no significant difference was found between the 10° and 15° intervals(P>0.05).In the lateral and rear directions,statistically significant differences were found between the 30° and 15° intervals,as well as between the 30° and 20° intervals(P<0.05),but no significant difference was found between the 15° and 20° intervals(P>0.05).Statistically significant differences were observed between the frontal direction and both the lateral and rear directions(P<0.05),but no significant difference was found between the lateral and rear directions(P>0.05).CONCLUSION Using stimuli that contain broader bandwidth cues can more accurately reflect the subject's horizontal localization ability.For source azimuth identification tests using broadband noise and three-syllable words,it is recommended to use a 15° interval in the frontal direction,and a 20° interval in the lateral and rear directions.The frontal and lateral directions can be preferred for testing.
8.Expert consensus on intraoperative repositioning for patients with spine fracture and dislocation (version 2025)
Dongmei BIAN ; Ke SUN ; Ningbo CHEN ; Caixia BAI ; Miao WANG ; Yafeng QIAO ; Fei WANG ; Hong WANG ; Feng TIAN ; Mei YAN ; Meng BAI ; Linjuan ZHANG ; Liyan ZHAO ; Yaqing CUI ; Xue JIANG ; Leling FENG ; Ning NING ; Junqin DING ; Lan WEI ; Yonghua ZHAI ; Yu ZENG ; Zengmei ZHANG ; Jiqun HE ; Fenggui BIE ; Hong CHEN ; Zengyan WANG ; Li LI ; Li ZHANG ; Yaying ZHOU ; Bing SHAO ; Ying WANG ; Caixia XIE ; Yanfeng YAO ; Jingjing AN ; Wen SHI ; Xiongtao LIU ; Xiaoyan AN ; Ning NAN ; Lan LI ; Xiaohui GOU ; Qiaomei LI ; Xiuting WU ; Yuqin ZHANG ; Jing LIU ; Fusen XIANG ; Xu XU ; Na MEI ; Jiao ZHOU ; Shan FAN ; Qian WANG ; Shuixia LI
Chinese Journal of Trauma 2025;41(2):138-147
Spine fracture and dislocation are common traumatic spinal conditions that often require surgical intervention due to compromised spinal stability. Surgical approaches include anterior, posterior, and combined anterior-posterior spinal procedures. According to the specific surgical requirements, patients may be placed in the prone position or repositioned between prone and supine positions during surgery. Intraoperative repositioning has become an essential step in patient positioning. However, during repositioning, patients with spinal fracture and dislocation are at increased risk for complications such as hemodynamic instability, nerve injury, and pressure injuries to the skin and soft tissue. Notably, due to the instability of the spinal cord, even minor manipulations can further exacerbate the damage, potentially leading to severe outcomes like paraplegia. Although the current clinical guidelines provide instructive recommendations for standard position, there remains no specific protocols for intraoperative repositioning in patients with spine fracture and dislocation. With a concern for the lack of clinical studies on positioning techniques, risk prevention, and operational norms for special patients, no applicable guidelines or standards are available. A consensus was required to provide clinical reference, meet the requirements of surgical treatment, and minimize the safety risks of patients caused by improper placement of positions. Professional Committee of Operating Room Nursing of Shaanxi Nursing Association organized experts in nursing management and operating room nursing from major hospitals across China to formulate Expert consensus on intraoperative repositioning for patients with spinal fracture and dislocation ( version 2025). The consensus provides 11 recommendations covering pre-repositioning preparation, intraoperative maneuvers, and post-repositioning observation, aiming to provide references for clinical standardization of the intraoperative repositioning process and protection of patients′ safety.
9.Retrospective clinical analysis of eculizumab treatment for hematopoietic stem cell transplantation-associated thrombotic microangiopathy: a report of 11 cases
Xueyi LUO ; Rui MA ; Huifang WANG ; Lu BAI ; Yun HE ; Yuanyuan ZHANG ; Tingting HAN ; Daoxing DENG ; Yuhong CHEN ; Wei HAN ; Xiaohui ZHANG ; Lanping XU ; Yu WANG ; Xiaojun HUANG ; Yuqian SUN
Chinese Journal of Hematology 2025;46(5):431-436
Objective:To evaluate the efficacy of eculizumab in treating hematopoietic stem cell transplantation-associated thrombotic microangiopathy (TA-TMA) .Methods:This retrospective study included 11 patients who developed TA-TMA after allogeneic hematopoietic stem cell transplantation and subsequently received eculizumab treatment at Peking University People′s Hospital between June 2018 and May 2024. The incidence of TA-TMA, treatment details, and clinical outcomes were analyzed.Results:Among the 11 included patients [4 males, 7 females; median age: 29 years (range: 9-56) ], underlying diseases were severe aplastic anemia (SAA) in 5 patients, acute lymphoblastic leukemia (ALL) in 3 patients, and acute myeloid leukemia (AML) in 3 patients. The median time to TA-TMA diagnosis was 48 days post-transplantation (range: 4-213 days), and all patients met the diagnostic criteria for high-risk TA-TMA. The median interval from TA-TMA diagnosis to the initiation of eculizumab treatment was 12 days (range: 1-56 days). Patients received a median of 3 doses of eculizumab (range: 1-14). Ten of the 11 patients were assessed as having no response (NR) to eculizumab at the end of treatment or at death. One patient achieved a partial response (PR) but subsequently died after TA-TMA relapsed due to infection. At the last follow-up, all patients were either lost to follow-up or had died. The median follow-up duration was 88 days (range: 33-326 days), and the median time from TA-TMA diagnosis to the last follow-up was 31 days (range: 21-113 days) .Conclusion:Eculizumab demonstrated poor efficacy in this TA-TMA cohort. This might be attributable to the critical and complex condition of the patients, delayed initiation of eculizumab treatment, and insufficient dosage.
10.Allogeneic hematopoietic stem cell transplantation for the treatment of BCR::ABL-negative neutrophilic myeloid neoplasms: a clinical analysis of 12 cases
Tingting HAN ; Yun HE ; Jing LIU ; Yao CHEN ; Fengrong WANG ; Jingzhi WANG ; Yuhong CHEN ; Haixia FU ; Lanping XU ; Xiaohui ZHANG ; Xiaojun HUANG ; Yu WANG
Chinese Journal of Hematology 2025;46(9):827-832
Objective:To investigate the efficacy and safety of allogeneic hematopoietic stem cell transplantation (allo-HSCT) for the treatment of BCR::ABL-negative chronic neutrophilic leukemia (CNL) and MDS/MPN with neutrophilia.Methods:This study retrospectively analyzed 12 cases of CNL and MDS/MPN with neutrophilia that underwent allo-HSCT from March 2017 to June 2024, comprising 7 males and 5 females with a median age of 48 ( IQR: 28, 59) years. The 2-year overall survival (OS), disease-free survival (DFS), cumulative incidence of relapse (CIR), and transplantation-related mortality (TRM) rates were analyzed. Complications were also assessed. Results:Of the 12 patients, 6 received matched sibling HSCT and 6 received haploidentical HSCT. All patients had successful engraftment, and the median times of neutrophil and platelet engraftment were 17 ( IQR: 11, 24) days and 15 ( IQR: 9, 28) days, respectively. Grade Ⅱ–Ⅳ acute graft versus host disease (GVHD) and chronic GVHD occurred in 2 and 4 cases, respectively. The 2-year OS, DFS, CIR, and TRM rates were (65.6 ± 16.4) %, (41.7 ± 16.6) %, (47.2 ±18.2) %, and (11.1 ± 11.4) %, respectively, after a median follow-up time of 637 ( IQR: 330, 943) days. One patient died from treatment-related complications due to respiratory failure caused by coronavirus disease 2019. Two patients died due to relapse. Conclusion:Allo-HSCT can be applied as a safe and effective approach to treat CNL and MDS/MPN with neutrophilia.

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