1.Application of deep learning with multimodal data in glaucoma diagnosis and severity grading
Chaoxu QIAN ; Lingxiang ZHOU ; Xueli FENG ; Xi CHEN ; Wenyan YANG ; Sanli YI ; Hua ZHONG
Chinese Journal of Experimental Ophthalmology 2024;42(12):1149-1154
Objective:To develop a deep learning model based on multimodal data for glaucoma diagnosis and severity assessment.Methods:A diagnostic test was conducted.A total of 145 normal eyes from 86 participants and 507 eyes with primary open-angle glaucoma from 314 participants were collected at the First Affiliated Hospital of Kunming Medical University from June to December in 2023.Fundus photographs and visual field data were obtained, and glaucoma eyes were divided into three groups based on the mean deviation value of the visual field, namely mild group (154 eyes), moderate group (113 eyes), and severe group (240 eyes).Three convolutional neural network (CNN) models, including DenseNet 121, ResNet 50 and VGG 19, were used to build an artificial intelligence (AI) model.The impact of single-modal and multimodal data on the classification results was evaluated, and the most appropriate CNN network architecture for multimodal data was identified.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of The First Affiliated Hospital of Kunming Medical University (No.2023L93).Written informed consent was obtained from each subject.Results:A total of 652 eyes had both fundus photographs and visual field test results.Images were randomly assigned to training and test datasets in a 4∶1 ratio by using computer random number method.AI models built with different CNN models showed high accuracy, with DenseNet 121 outperforming ResNet 50 and VGG 19 on various effectiveness measures.In the single-modal algorithm using fundus photographs, single-modal algorithm using visual field tests, and multimodal algorithm combining fundus photographs and visual field data, the area under the curve for early glaucoma detection was 0.87, 0.93 and 0.95, respectively.Conclusions:The use of multimodal data enables the development of a highly accurate tool for the glaucoma diagnosis and severity grading.
2.A multicenter study of neonatal stroke in Shenzhen,China
Li-Xiu SHI ; Jin-Xing FENG ; Yan-Fang WEI ; Xin-Ru LU ; Yu-Xi ZHANG ; Lin-Ying YANG ; Sheng-Nan HE ; Pei-Juan CHEN ; Jing HAN ; Cheng CHEN ; Hui-Ying TU ; Zhang-Bin YU ; Jin-Jie HUANG ; Shu-Juan ZENG ; Wan-Ling CHEN ; Ying LIU ; Yan-Ping GUO ; Jiao-Yu MAO ; Xiao-Dong LI ; Qian-Shen ZHANG ; Zhi-Li XIE ; Mei-Ying HUANG ; Kun-Shan YAN ; Er-Ya YING ; Jun CHEN ; Yan-Rong WANG ; Ya-Ping LIU ; Bo SONG ; Hua-Yan LIU ; Xiao-Dong XIAO ; Hong TANG ; Yu-Na WANG ; Yin-Sha CAI ; Qi LONG ; Han-Qiang XU ; Hui-Zhan WANG ; Qian SUN ; Fang HAN ; Rui-Biao ZHANG ; Chuan-Zhong YANG ; Lei DOU ; Hui-Ju SHI ; Rui WANG ; Ping JIANG ; Shenzhen Neonatal Data Network
Chinese Journal of Contemporary Pediatrics 2024;26(5):450-455
Objective To investigate the incidence rate,clinical characteristics,and prognosis of neonatal stroke in Shenzhen,China.Methods Led by Shenzhen Children's Hospital,the Shenzhen Neonatal Data Collaboration Network organized 21 institutions to collect 36 cases of neonatal stroke from January 2020 to December 2022.The incidence,clinical characteristics,treatment,and prognosis of neonatal stroke in Shenzhen were analyzed.Results The incidence rate of neonatal stroke in 21 hospitals from 2020 to 2022 was 1/15 137,1/6 060,and 1/7 704,respectively.Ischemic stroke accounted for 75%(27/36);boys accounted for 64%(23/36).Among the 36 neonates,31(86%)had disease onset within 3 days after birth,and 19(53%)had convulsion as the initial presentation.Cerebral MRI showed that 22 neonates(61%)had left cerebral infarction and 13(36%)had basal ganglia infarction.Magnetic resonance angiography was performed for 12 neonates,among whom 9(75%)had involvement of the middle cerebral artery.Electroencephalography was performed for 29 neonates,with sharp waves in 21 neonates(72%)and seizures in 10 neonates(34%).Symptomatic/supportive treatment varied across different hospitals.Neonatal Behavioral Neurological Assessment was performed for 12 neonates(33%,12/36),with a mean score of(32±4)points.The prognosis of 27 neonates was followed up to around 12 months of age,with 44%(12/27)of the neonates having a good prognosis.Conclusions Ischemic stroke is the main type of neonatal stroke,often with convulsions as the initial presentation,involvement of the middle cerebral artery,sharp waves on electroencephalography,and a relatively low neurodevelopment score.Symptomatic/supportive treatment is the main treatment method,and some neonates tend to have a poor prognosis.
3.Identify the metabolites of total saponins of Platycodonis Radix in blood based on intestinal bacteria-mediated method
Xi-wa WU ; Xin-yu ZHANG ; Yuan-han ZHONG ; Xue-mei ZHANG ; Yu ZHOU ; Yan FENG ; Qian QIN ; Shou-wen ZHANG ; Guo-yue ZHONG ; Jin-xiang ZENG
Acta Pharmaceutica Sinica 2024;59(11):3141-3152
The identification of the components absorbed in serum of platycosides in total saponins fraction of Platycodonis Radix
4.Analyzing the results of finger systolic blood pressure tests in 28 healthy young adults
Maosheng YAN ; Xi ZHONG ; Shanyu ZHOU ; Danying ZHANG ; Hansheng LIN ; Zhipeng HE ; Bin XIAO ; Qian LIU ; Chengmin WANG
China Occupational Medicine 2023;50(3):285-288
Objective To investigate the level of finger systolic blood pressure (FSBP) in healthy young adults. Methods A total of 28 healthy young adults were selected as the study subjects by convenient sampling method. The FSBP of the study subjects was detected at 30 and 10 ℃, and the FSBP index (Fi) was calculated. Results The FSBP of the study subjects at 30 and 10 ℃ were (102.0±16.5) and (104.4±15.2) mmHg, respectively. The FSBP in male group at 30 and 10 ℃ was (99.6±18.6) and (107.2±17.0) mmHg, respectively. The FSBP in female group at 30 and 10 ℃ was (104.4±13.9) and (101.5±2.8) mmHg, respectively. The results of factorial analysis showed that the interaction between gender and temperature on FSBP was statistically significant (P<0.05). FSBP in male group was higher at 10 than 30 ℃ (P<0.05) and higher than female group at 10 ℃ (P<0.05). There was no statistical significance for the main effect of gender, temperature, finger, or the interaction effect of gender and finger, temperature and finger for FSBP (all P>0.05). The average Fi of the study subjects was (98.0±16.6)%, with males and females having the average Fi of (100.7±20.7) % and (95.2±10.6) % respectively. The results of factorial analysis of variance showed that there was no significant difference on Fi in the main effect gender and fingers or the interaction effect between them(all P>0.05). Conclusion The FSBP test could be used as a detection method for assessing peripheral microcirculation function in Chinese population. However, further research is needed to establish reference ranges and influencing factors.
5.Anterolateral or Posteromedial Plate-Assisted Intramedullary Nailing for Fixation of Proximal Third Tibia Fractures: A Biomechanical Study
Yibo XU ; Yao LU ; Teng MA ; Cheng REN ; Ming LI ; Liang SUN ; Qiang HUANG ; Qian WANG ; Hanzhong XUE ; Zhong LI ; Kun ZHANG
Journal of Medical Biomechanics 2023;38(1):E104-E109
Objective To study the stability of plate-assisted intramedullary nailing for fixing proximal third tibiafractures, compare and observe biomechanical characteristics of anterolateral or posteromedial plate-assisted intramedullary nailing after fixation of proximal third tibia fractures. Methods Eight artificial tibia of 4th-generation sawbones were divided into two groups based on location of the assisted plate, namely, anterolateral plate group and posteromedial plate group, with 4 specimens in each group. Each two locking bolts were fixed to theintramedullary nail proximally and distally, and each three bicortical screws were fixed to the plate proximally and distally. The specimens were osteotomized with a 10-mm defect which located 0. 5 cm to the proximal locking bolt of intramedullary nail or 5-6 cm distally to the knee joint line, in order to simulate an AO/ OTA 41-A2 type proximal third tibia fracture after fixation of intramedullary nail. After osteotomy was finished, axial compression test, three point bending test, cyclic loading and overstress test were conducted by mechanical testing machine. The results of axial stiffness and three-point stiffness between two groups were compared and analyzed. Results Axial compression test showed that the average axial stiffness in posteromedial plate group was lower than that in anterolateral plate group, but no significantly statistical differences were found between the two groups. Three point bending test showed that the average bending stiffness in posteromedial plate group was significantly higher than that in anterolateral plate group when stimulating either varus stress (plate located at pressure side of the fracture, t = 3. 679, P<0. 05) or valgus stress (plate located at tension side of the fracture, t = 8. 975, P<0. 05). Conclusions Plate-assisted intramedullary nailing for fixation of proximal third tibia fractures can minimize the angulation malalignment, improve the stability of nailed proximal tibial fragment and allow the early weight bearing. Both anterolateral and posteromedial plate-assisted intramedullary nail can provide satisfactory axial stability for proximal third tibia fractures, while posteromedial plate-assisted intramedullary nail shows better bending stability than anterolateral plate in countering varus or valgus stress deformity. This study provides an essential basis for clinical decision making about plate-assisted intramedullary nailing for fixing proximal third tibia fractures.
6.Pathological Process Observation and Non-targeted Metabolomics Analysis of Heart Failure Rat Model Established by Transverse Aortic Constriction
Sen-jie ZHONG ; Xia-jun XIONG ; Qian ZHANG ; Si-yuan HU ; Meng YANG ; Shu-min HUANG ; Ge FANG ; Zi-yi WANG ; Zhi-xi HU ; Lin LI
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(9):117-124
ObjectiveTo study the pathological process and changes of metabolites in myocardial tissue of heart failure induced by transverse aortic constriction (TAC) in rats. MethodRats were treated with TAC operation and divided into TAC-30 d group and TAC-60 d group, and sham operation group at the same period was set up as control. Echocardiography and pathological staining of myocardial tissue were performed on rats in each group. Enzyme-linked immunosorbent assay was used to determine the expression of amino-terminal pro-brain natriuretic peptide (NT-proBNP) and adenosine triphosphate (ATP) in serum. Liquid chromatography-mass spectrometry was used to observe the changes of metabolites and related pathways in myocardial tissue, the mobile phase consisted of 25 mmol·L-1 ammonium acetate and 25 mmol·L-1 ammonia hydroxide in water (A) and acetonitrile (B) for gradient elution (0-0.5 min, 95%B; 0.5-7 min, 95%-65%B; 7-8 min, 65%-40%B; 8-9 min, 40%B; 9-9.1 min, 40%-95%B; 9.1-12 min, 95%B), electrospray ionization was used under positive and negative ion detection modes, acquisition range was m/z 70-1 050. ResultCompared with the sham-30 d group, the left ventricular internal diameter at end-systole (LVIDs) in TAC-30 d group was significantly decreased (P<0.01), and left ventricular ejection fraction (LVEF), fraction shortening (FS), left ventricular end-diastolic posterior wall thickness (LVPWd), left vebtricular end-systolic posterior wall thickness (LVPWs) were significantly increased (P<0.01), there were cardiomyocyte arrangement disorder, edema, collagen fibre hyperplasia, the content of NT-probNP was significantly increased, while the content of ATP was significantly decreased (P<0.01), and 15 metabolites with abnormal expression were involved in pyrimidine metabolic pathway, pantothenic acid and coenzyme A biosynthesis pathway. Compared with the sham-60 d group, LVEF and FS in the TAC-60 d group were significantly decreased (P<0.01), and left ventricular internal diameter at end-diastole (LVIDd), LVIDs and LVPWd were increased (P<0.05, P<0.01), the edema of myocardial cells increased obviously, myocardium fibers degenerated, coagulation necrosis appeared, and a large amount of collagen fibers were deposited, the expression of NT-proBNP increased and the expression of ATP decreased (P<0.01), there were 21 metabolites with abnormal expression, involving pyrimidine metabolic pathway, and starch and sucrose metabolic pathway. ConclusionAt 30 d after TAC, there are myocardial hypertrophy, lipid metabolism disorder, pyrimidine metabolism disorder and energy imbalance. At 60 d after TAC, there are heart failure, aggravation of lipid metabolism disorder, excessive activation of glucose metabolism, and continuous disorder of pyrimidine metabolism.
7.Function of Autophagy in Development of Chronic Heart Failure Based on Theory of Healthy Qi and Pathogenic Qi
Shu-min HUANG ; Shu-nan LI ; Sen-jie ZHONG ; Xiao-qian LIAO ; Si-yuan HU ; Zhi-xi HU
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(12):233-239
Chronic heart failure is a serious heart disease with dyspnea and limited activity tolerance as the main clinical manifestations. Autophagy is a self-protection mechanism in eukaryotic cells and plays an important role in the development of heart failure. Appropriately increasing the level of autophagy during the compensated stage of heart failure and timely removal of necrotic myocardial organelles and other harmful garbage can inhibit myocardial hypertrophy to a certain extent,alleviate myocardial remodeling,and delay heart failure. The theory of healthy Qi and pathogenic Qi is an important basic theory for explaining the occurrence of diseases,and struggle between healthy Qi and pathogenic Qi exists in the entire onset of chronic heart failure,which may lead to pathogenic Qi invasion and healthy Qi deficiency. The regulatory effect of autophagy on cardiomyocytes is similar to the theory of healthy Qi and pathogenic Qi in traditional Chinese medicine (TCM). Autophagy is the body's self-regulatory mechanism for healthy Qi and pathogenic Qi in a dose-effect manner,Specifically,autophagy can only protect the body's cells to a certain extent,and healthy Qi can only take effect within a certain range and degree. To protect the body from external pathogenic factors,excessive or insufficient autophagy may destroy the stability of the body's environment. In this regard,we use the theory of healthy Qi and pathogenic Qi as a starting point to clarify the function of autophagy in the development of chronic heart failure from a macro and micro perspective,and propose adjusting the balance of healthy Qi and pathogenic Qi in the body to regulate the autophagy of cardiomyocytes. The principle of prevention and treatment is expected to lay the foundation for modern research on the function of autophagy in the development of chronic heart failure in TCM,find novel therapy for chronic heart failure at different stages,and provide new insights into the diagnosis and treatment of chronic heart failure.
8.Altered Retinal Dopamine Levels in a Melatonin-proficient Mouse Model of Form-deprivation Myopia.
Kang-Wei QIAN ; Yun-Yun LI ; Xiao-Hua WU ; Xue GONG ; Ai-Lin LIU ; Wen-Hao CHEN ; Zhe YANG ; Ling-Jie CUI ; Yun-Feng LIU ; Yuan-Yuan MA ; Chen-Xi YU ; Furong HUANG ; Qiongsi WANG ; Xiangtian ZHOU ; Jia QU ; Yong-Mei ZHONG ; Xiong-Li YANG ; Shi-Jun WENG
Neuroscience Bulletin 2022;38(9):992-1006
Reduced levels of retinal dopamine, a key regulator of eye development, are associated with experimental myopia in various species, but are not seen in the myopic eyes of C57BL/6 mice, which are deficient in melatonin, a neurohormone having extensive interactions with dopamine. Here, we examined the relationship between form-deprivation myopia (FDM) and retinal dopamine levels in melatonin-proficient CBA/CaJ mice. We found that these mice exhibited a myopic refractive shift in form-deprived eyes, which was accompanied by altered retinal dopamine levels. When melatonin receptors were pharmacologically blocked, FDM could still be induced, but its magnitude was reduced, and retinal dopamine levels were no longer altered in FDM animals, indicating that melatonin-related changes in retinal dopamine levels contribute to FDM. Thus, FDM is mediated by both dopamine level-independent and melatonin-related dopamine level-dependent mechanisms in CBA/CaJ mice. The previously reported unaltered retinal dopamine levels in myopic C57BL/6 mice may be attributed to melatonin deficiency.
Animals
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Disease Models, Animal
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Dopamine
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Melatonin
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Mice
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Mice, Inbred C57BL
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Mice, Inbred CBA
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Myopia
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Retina
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Sensory Deprivation
9.Animal model analysis of rheumatoid arthritis based on clinical characteristics of Chinese and Western medicine.
Shu-Min HUANG ; Sen-Jie ZHONG ; Xiao-Qian LIAO ; Si-Yuan HU ; Zhi-Xi HU
China Journal of Chinese Materia Medica 2021;46(19):5152-5158
Rheumatoid arthritis(RA) is an autoimmune disease involving multiple joints bilaterally with symmetrical polyarthritis as the main symptom. The high disability rate of this disease seriously affects the quality of life of patients and even threatens their lives. The establishment of a good animal model is of great significance for the diagnosis and clinical prevention of RA. Based on the clinical characteristics of RA in traditional Chinese and Western medicine, the common animal models of RA were summarized, including drug-induced, gene-related, and syndrome and disease combined models. Joint swelling, pain, redness, nodules, and joint deformity are the main criteria for model evaluation, which have certain differences from the clinical diagnostic criteria of RA. From the perspective of syndrome differentiation, the animal model combining syndrome and disease only simulates the syndrome of traditional Chinese medicine and has no direct causal relationship with the formation of RA. In this paper, we analyzed the advantages and disadvantages of animal models of RA and the coincidence degree of the models with the clinical characteristics and then put forward the corresponding recommendations for the evaluation and improvement of these models, aiming to make the animal models of RA closer to the clinical symptoms and play an important role in the clinical diagnosis and treatment of RA.
Animals
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Arthritis, Rheumatoid/drug therapy*
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China
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Disease Models, Animal
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Humans
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Medicine, Chinese Traditional
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Quality of Life
10.A double-blind, randomized, placebo- and positive-controlled phase III trial of 1% benvitimod cream in mild-to-moderate plaque psoriasis.
Lin CAI ; Gen-Hui CHEN ; Qian-Jin LU ; Min ZHENG ; Yu-Zhen LI ; Jin CHEN ; Jie ZHENG ; Fu-Ren ZHANG ; Jian-Bin YU ; Sen YANG ; Fu-Qiu LI ; Sheng-Xiang XIAO ; Qiu-Ning SUN ; Jin-Hua XU ; Xing-Hua GAO ; Hong FANG ; Tian-Wen GAO ; Fei HAO ; Quan-Zhong LIU ; Ya-Ting TU ; Ruo-Yu LI ; Bao-Xi WANG ; Dan-Qi DENG ; Qing-Shan ZHENG ; Hong-Xia LIU ; Jian-Zhong ZHANG
Chinese Medical Journal 2020;133(24):2905-2909
BACKGROUND:
Benvitimod cream, a novel synthetic small molecule, was effective in treating mild-to-moderate plaque psoriasis. We conducted a phase III clinical trial to assess the efficacy and safety of benvitimod cream in patients with mild-to-moderate plaque psoriasis.
METHODS:
We randomly assigned 686 patients (2:1:1) to receive 1% benvitimod cream, 0.005% calcipotriol ointment or placebo twice a day for 12 weeks. The primary efficacy end points were the percentage of patients with a 75% or greater reduction from baseline in the psoriasis area and severity index (PASI 75) score and with a score of 0 or 1 in static physician's global assessment (sPGA) at week 12.
RESULTS:
The results showed that 50.4% of patients in the benvitimod group achieved PASI 75, which was significantly higher than that in the calcipotriol (38.5%, P < 0.05) and placebo (13.9%, P < 0.05) groups. The proportion of patients achieving an sPGA score 0 or 1 was 66.3% in the benvitimod group and 63.9% in the calcipotriol group, which were both significantly higher than that in the placebo group (34%, P < 0.05). In the long-term follow-up study, 50.8% of patients experienced recurrence. After retreatment with 1% benvitimod, 73.3% of patients achieved an sPGA score of 0 or 1 again at week 52. Adverse events included application site irritation, follicular papules, and contact dermatitis. No systemic adverse reactions were reported.
CONCLUSION:
During this 12-week study, benvitimod cream was demonstrated with high effectiveness and safety in patients with mild-to-moderate plaque psoriasis.
TRIAL REGISTRATION
Chinese Clinical Trial Registry (ChiCTR), ChiCTR-TRC-13003259; http://www.chictr.org.cn/showprojen.aspx?proj=6300.
Double-Blind Method
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Follow-Up Studies
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Humans
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Ointments
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Psoriasis/drug therapy*
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Resorcinols
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Severity of Illness Index
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Stilbenes
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Treatment Outcome

Result Analysis
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