1.Research on automatic classification of bone marrow cells based on microscopic hyperspectral imaging technology and deep learning
Shaomei LIU ; Chi WANG ; Yuling PAN ; Gaixia LIU ; Yingjiao SHA ; Lei LIN ; Jian DU ; Zhoufeng ZHANG ; Mianyang LI
Chinese Journal of Laboratory Medicine 2025;48(5):616-622
Objective:To establish an automatic classification approach for bone marrow cells based on microscopic hyperspectral imaging and three-dimensional spectral convolutional neural network (Spec-CNN).Methods:The research type is establishment of methodology. The study included 306 newly diagnosed patients' bone marrow smears under Wright's staining from the Department of Hematology of the First Medical Center of the PLA General Hospital from November 1st, 2013 to April 30th, 2024. The high-spectrum data and 4k image data of bone marrow cells were simultaneously collected using a microscopic hyperspectral-4k optical path integrated imaging system (with a spectral resolution of 400—1 000 nm). The high-spectrum data was used for model training, while the 4k image data recognized by morphologists was only used as a reference for labeling the high-spectrum data. The high-spectrum data set was divided into training set, validation set and test set in a ratio of 14∶6∶5. The training set and validation set were used to train and fine-tune the Spec-CNN model, and the test set was used to evaluate the model performance. The sensitivity, specificity ,accuracy ,and Kappa coefficient were calculated for comparing the manual annotation results as gold standard with the intelligent identification results of the Spec-CNN model. Five non-data set samples were used for external validation.Results:The acquired hyperspectral data and 4k imaging dataset comprised of 32 categories and 64 800 bone marrow cells. In the test set, the Spec-CNN model demonstrated weighted-average indicators on classification metrics across 32 cell types: sensitivity 87.79%, specificity 99.31%, and accuracy 98.78%, and Kappa coefficient 0.869. For external validation, the mean correct identification rate of bone marrow cells reached 83.28%.Conclusion:We successfully established an automatic classification method of bone marrow cells based on microscopic hyperspectral imaging and three-dimensional Spec-CNN. This method has a good automatic classification ability for 32 types of bone marrow nucleated cells, which has a certain auxiliary effect on improving the diagnosis efficiency of blood diseases for bone marrow morphologists.
2.A multicenter clinical study on intramedullary vancomycin injection for preventing periprosthetic joint infection in total knee arthroplasty
Te LIU ; Jun FU ; Shiguang LAI ; Zhuo ZHANG ; Chi XU ; Lei GENG ; Yang LUO ; Peng REN ; Xin ZHI ; Quanbo JI ; Heng ZHANG ; Runkai ZHAO ; Haichao REN ; Ye TAO ; Qingyuan ZHENG ; Zeyu FENG ; Jianfeng YANG ; Yiming WANG ; Pengcheng LI ; Shuai LIU ; Wei CHAI ; Xiang LI ; Huiwu LI ; Xiaogang ZHANG ; Baochao JI ; Xianzhe LIU ; Xinzhan MAO ; Jianbing MA ; Xiangxiang SUN ; Jiying CHEN ; Yonggang ZHOU ; Jinliang WANG ; Weijun WANG ; Guoqiang ZHANG ; Ming NI
Chinese Journal of Orthopaedics 2025;45(12):803-811
Objective:To explore the safety and efficacy of intraosseous regional administration (IORA) of vancomycin for preventing infection in primary total knee arthroplasty (TKA).Methods:A total of 124 patients with knee osteoarthritis undergoing TKA between February 2024 and May 2024 at nine hospitals were enrolled. Preoperative infection prophylaxis involved either IORA (0.5 g vancomycin administered via intraosseous regional infusion before incision) or intravenous infusion (1 g vancomycin via peripheral vein). The IORA group included 15 males and 47 females with a median age of 66.5 years (range, 60.0-70.0 years), while the intravenous group included 14 males and 48 females with a median age of 66.0 years (range, 61.8-70.3 years) years. Intraoperative samples were collected including fat and synovium tissues after incision, before prosthesis placement, and after tourniquet release; distal femoral cancellous bone during femoral osteotomy; proximal tibial cancellous bone during tibial osteotomy; proximal intercondylar cancellous bone before prosthesis placement; and peripheral blood from non-infused arms at surgery initiation and after tourniquet release. Vancomycin concentrations were measured using liquid chromatography-tandem mass spectrometry. Vital sign changes were recorded from admission to 5~10 minutes post-IORA (IORA group) or post-incision (intravenous group). Follow-ups were conducted on postoperative day 1 and 3, and at 1 and 3 months, to document complications including IORA-related adverse events, periprosthetic joint infections, surgical site infections, red man syndrome, acute kidney injury, deep vein thrombosis and so on.Results:Vancomycin concentrations in bone, fat, and synovial tissue samples were significantly higher in the IORA group than in the intravenous group ( P<0.05), while vancomycin concentrations in blood samples were significantly lower in the IORA group than in the intravenous group ( P<0.05). Only 7.3%(41/558) of tissue samples in the IORA group had vancomycin concentrations below 2.0 μg/g (the minimum inhibitory concentration of vancomycin against coagulase-negative staphylococcus), compared to 59.3%(331/558) in the intravenous group (χ 2=11.285, P<0.001). In the intravenous group, 16.9%(21/124) of blood samples had vancomycin concentrations exceeding 15.0 mg/L (the threshold associated with a significantly increased risk of nephrotoxicity), while all concentrations in the IORA group were below this threshold, the difference was statistically significant (χ 2=22.943, P<0.001). There were no statistically significant difference ( P>0.05) in vital signs changes before and after vancomycin administration between the two groups. Two patients in the intravenous group experienced incision exudate, while no other related complications occurred in either group. Conclusions:Compared to the traditional intravenous infusion of 1 g vancomycin, intraosseous injection of a low dose (0.5 g) of vancomycin achieves higher local tissue concentrations in the knee joint with a lower incidence of adverse reactions and is safe for infection prophylaxis. Despite guidelines not recommending the routine use of vancomycin for preventing infection after primary TKA, intraosseous injection of 0.5 g vancomycin may be considered intraoperatively for primary TKA in the following scenarios: patients in medical institutions with a high prevalence of methicillin-resistant staphylococcus aureus (MRSA) infections, patients with potential preoperative MRSA colonization, or patients with cephalosporin allergy.
3.Consistency of cSNP genotyping between DNA and RNA using next-generation sequencing
Danni LOU ; Yixia ZHAO ; Lei MIAO ; Jie ZHAO ; Chi ZHANG ; Kelai KANG ; Sheng HU ; Jian YE ; Le WANG
Chinese Journal of Forensic Medicine 2025;40(3):295-301,307
Objective To evaluate the consistency of DNA coding region single nucleotide polymorphism(cSNP)genotyping at the DNA and RNA levels in common body fluid samples based on the next-generation sequencing platform.Methods After extensive literature retrieval,25 cSNP loci of 8 human tissue-specific mRNAs in peripheral blood,semen and vaginal secretion were selected.Two cSNP multiplex genotyping panels based on DNA and RNA,respectively,were developed for use on the MiSeq FGx sequencing platform.45 body fluid samples(including 14 peripheral blood samples,15 semen samples and 16 vaginal secretion samples)were sequenced and analyzed.The inconsistent typing results of DNA and RNA were rechecked by Sanger sequencing.Results The results of cSNP genotyping at the DNA and RNA levels in peripheral blood were completely consistent.Among the 15 semen samples,the genotypes of rs1995640 and rs 1995641 on the TGM4 gene were inconsistent in 3 cases.Among the 16 vaginal secretion samples,there were 2 cases,1 case and 2 case with inconsistent results of rs3869098,rs10947121 and rs12110470 in MUC22 gene,respectively.Conclusion In this study,MiSeq FGx sequencing and Sanger sequencing were used to test 25 cSNP loci with body fluid tissue specificity.The same typing results at the DNA and RNA levels were observed at 20 cSNPs.Inconsistent genotypes at the DNA and RNA levels were observed at 5 cSNPs on the TGM4 and MUC22 genes.This study provides experimental methods and data for forensic cSNP studies.
4.Effect of accelerated intermittent theta burst stimulation on post-stroke depression
Lei SHAN ; Ying LIU ; Xin ZHANG ; Qianqian CHI ; Xiaomin ZHU
Chinese Journal of Rehabilitation Theory and Practice 2025;31(7):822-829
Objective To explore the effect of accelerated intermittent theta burst stimulation(aiTBS)on post-stroke depression(PSD).Methods From July,2021 to July,2023,48 PSD patients in Beijing Bo'ai Hospital were randomly assigned to control group(n=16),high-frequency repetitive transcranial magnetic stimulation(HF-rTMS)group(n=16)and aiTBS group(n=16).aiTBS group received left-sided aiTBS treatment at dorsolateral prefrontal cortex(DLPFC),HF-rTMS group received left-sided 10 Hz rTMS treatment at DLPFC,and the control group received left-sided sham stimulation treatment,for three weeks.They were evaluated with the Hamilton Depression Rating Scale(HAMD),Hamilton Anxiety Rating Scale(HAMA)and Beck Depression Inventory(BDI)before and after treat-ment,and one month of follow-up.Results One case dropped down in each group.The inter-group effect,intra-group effect and interaction effect of HAMD,HAMA and BDI scores were all significant(F>3.235,P<0.05).The post-hoc test results showed that the scores of HAMD,HMMA and BDI were lower in HF-rTMS group and aiTBS group than in the control group(P<0.05),and no significant difference was found between HF-rTMS group and aiTBS group(P>0.05).There was significant difference in the effective rate of depression improvement among three groups(χ2=7.834,P=0.019),the effective rate was higher in aiTBS group than in the control group(P<0.017),and no significant dif-ference was found between HF-rTMS group and aiTBS group(P>0.017).Conclusion aiTBS can improve the depression and anxiety symptoms of patients with PSD,with shorter treatment time,compared with HF-rTMS.
6.Novel biallelic MCMDC2 variants were associated with meiotic arrest and nonobstructive azoospermia.
Hao-Wei BAI ; Na LI ; Yu-Xiang ZHANG ; Jia-Qiang LUO ; Ru-Hui TIAN ; Peng LI ; Yu-Hua HUANG ; Fu-Rong BAI ; Cun-Zhong DENG ; Fu-Jun ZHAO ; Ren MO ; Ning CHI ; Yu-Chuan ZHOU ; Zheng LI ; Chen-Cheng YAO ; Er-Lei ZHI
Asian Journal of Andrology 2025;27(2):268-275
Nonobstructive azoospermia (NOA), one of the most severe types of male infertility, etiology often remains unclear in most cases. Therefore, this study aimed to detect four biallelic detrimental variants (0.5%) in the minichromosome maintenance domain containing 2 ( MCMDC2 ) genes in 768 NOA patients by whole-exome sequencing (WES). Hematoxylin and eosin (H&E) demonstrated that MCMDC2 deleterious variants caused meiotic arrest in three patients (c.1360G>T, c.1956G>T, and c.685C>T) and hypospermatogenesis in one patient (c.94G>T), as further confirmed through immunofluorescence (IF) staining. The single-cell RNA sequencing data indicated that MCMDC2 was substantially expressed during spermatogenesis. The variants were confirmed as deleterious and responsible for patient infertility through bioinformatics and in vitro experimental analyses. The results revealed four MCMDC2 variants related to NOA, which contributes to the current perception of the function of MCMDC2 in male fertility and presents new perspectives on the genetic etiology of NOA.
Humans
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Male
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Azoospermia/genetics*
;
Meiosis/genetics*
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Spermatogenesis/genetics*
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Adult
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Exome Sequencing
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Microtubule-Associated Proteins/genetics*
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Alleles
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Infertility, Male/genetics*
7.Family socioeconomic status and children's reading fluency: the chain mediating role of family reading environment and children's living and learning styles.
Wen-Xin HU ; Lei ZHANG ; Cai WANG ; Zi-Yue WANG ; Jia-Min XU ; Jing-Yu WANG ; Jia ZHOU ; Wen-Min WANG ; Meng-Meng YAO ; Xia CHI
Chinese Journal of Contemporary Pediatrics 2025;27(4):451-457
OBJECTIVES:
To study the impact of family socioeconomic status on children's reading fluency and the chain mediation effect of family reading environment and children's living and learning styles in this relationship.
METHODS:
A total of 473 children from grades 2 to 6 in two primary schools in Nanjing were selected through stratified random sampling. The children's reading fluency was assessed, and a questionnaire was used to collect information on family socioeconomic status, family reading environment, and children's living and learning styles. The mediation model was established using the Process macro in SPSS, and the Bootstrap method was employed to test the significance of the mediation effects.
RESULTS:
Family socioeconomic status, family reading environment, and children's living and learning styles were significantly positively correlated with reading fluency (P<0.001). The family reading environment and children's living and learning styles mediated the relationship between family socioeconomic status and children's reading fluency. Specifically, the independent mediation effect of family reading environment accounted for 11.02% of the total effect, while the independent mediation effect of children's living and learning styles accounted for 10.79%. The chain mediation effect of family reading environment and children's living and learning styles accounted for 7.41% of the total effect.
CONCLUSIONS
Family socioeconomic status can affect children's reading fluency through three pathways: family reading environment, children's living and learning styles, and the chain mediation effect of family reading environment and children's living and learning styles.
Humans
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Child
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Male
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Female
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Reading
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Learning
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Social Class
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Family
8.Ultrasonic characteristics of hip joints in preterm infants with different gestational ages
Min CHEN ; Ruyi CAI ; Jing WANG ; Lei XIA ; Xia CHI ; Jun QIAN
Journal of Clinical Medicine in Practice 2025;29(9):70-74
Objective To analyze the results of ultrasonic examinations of hip joints in preterm infants,clarify the developmental characteristics of hip joints across different gestational ages.Meth-ods A total of 881 preterm infants who attended the Child Healthcare Outpatient Clinic of Nanjing Maternity and Child Health Care Hospital between January 2023 and April 2024 were enrolled.The first ultrasonic examination of the hip joints was performed at a corrected gestational age of 4 to 6 weeks.The Graf classification method was employed to categorize the ultrasonic findings.Differences in hip joint development among preterm infants of varying gestational ages were compared,and rele-vant influencing factors were statistically analyzed.Results A total of 1,762 hip joints were exam-ined,with 30 cases of abnormal hip joints detected,yielding an abnormality detection rate of 3.4%(30/881).Among these,26 hips were classified as type Ⅱa and 8 as type Ⅱb.Statistically signifi-cant differences were observed in the detection of left-sided abnormal hip joints between preterm in-fants of other gestational age groups and late preterm infants(P<0.05).A statistically significant difference was found in the classification of right-sided hip joints between preterm infants of different genders(P<0.05),while no significant difference was observed for left-sided hip joints(P>0.05).Statistically significant differences were noted in the detection rates of bilateral abnormal hip joints among preterm infants with varying birth weights(P<0.05).Advanced maternal age was found to influence the development of left-sided hip joints inpreterm infants,whereas factors such as assisted reproductive technology,breech presentation,and nulliparity had no significant impacts on abnormal hip joint development in preterm infants.Conclusion Ultrasonic technology demonstrates signifi-cant advantages in screening for developmental dysplasia of the hip(DDH)in preterm infants.Dif-ferent gestational ages exert a notable influence on the development of left-sided hip joints in preterm infants.Female preterm infants exhibit a higher risk of right-sided hip joint abnormalities compared to the left side.Breech presentation,assisted reproductive technology,and nulliparity are not risk factors for DDH in preterm infants.However,higher birth weight in preterm infants and advanced maternal age are associated with abnormal hip joint development.Clinical attention should focus on high-risk factors,and enhanced dynamic ultrasonic monitoring of hip joints in preterm infants is war-ranted to facilitate early intervention and treatment.
9.Evaluation of multi-level integrated training in health service using advanced-intelligent trauma simulators
Chi SHU ; Yan LEI ; Jie HOU ; Li XU
Military Medical Sciences 2025;49(3):214-218
Objective To explore an assessment model for multi-level integrated training in health service based on advanced intelligent trauma simulators in order to innovate health service training.Methods An assessment model for multi-level integrated training that involved advanced trauma simulators was adopted to assess chains of treatment and rescue that were composed of multi-hierarchy medical institutions.The assessment focused on trauma emergency response capabilities at each level and the overall therapeutic effect.Results In terms of capabilities for treatment and rescue,group B was the best one,followed by group C and group A.As for the overall therapeutic effect,group A was outstanding,followed by group B and group C.Based on the priorities of combat casualty care,the final results of assessment were as follows:group A was the best one,followed by group B and group C.Conclusion The analysis of processes and outcomes of assessment reveals the edge of this model,as evidenced by the continuity of treatment and rescue,integrity of overall effectiveness,and adaptability of this assessment model.
10.Construction and validation of a depression risk prediction model in middle-aged and elderly patients with diabetes
Lei YANG ; Yaping HAO ; Yuxiao TANG ; Juntao CHI ; Lingyan ZHAO ; Guiqin GU ; Liang WANG
Chinese Journal of Modern Nursing 2025;31(29):3976-3983
Objective:To construct and validate a depression risk prediction model for middle-aged and elderly patients with diabetes.Methods:Data were extracted from the fifth wave (2020) of the China Health and Retirement Longitudinal Study (CHARLS). A total of 900 diabetic patients were identified, and after excluding those with missing data or invalid questionnaires, 769 patients were included in the analysis. Patients were randomly divided into a training set and a validation set in a 7∶3 ratio. Univariate analysis and logistic regression analysis were performed to screen the optimal predictors of depression in diabetic patients, and a nomogram model was developed. The predictive performance of the model was assessed by the area under the receiver operating characteristic curve ( AUC). Model calibration and accuracy were evaluated using bootstrap resampling, calibration plots, and the Hosmer-Lemeshow test. The clinical utility was further assessed by decision curve analysis (DCA) and clinical impact curves (CIC) . Results:Among the 769 patients, 366 (47.59%) had depression. Logistic regression analysis showed that place of residence, pain, difficulty in toileting, difficulty in bathing, sleep duration, physical exercise, life satisfaction, and children's satisfaction were independent predictors of depression in diabetic patients. A nomogram was constructed based on these variables, yielding an AUC of 0.775. At the optimal cutoff value of 0.557, the model demonstrated a sensitivity of 59.1% and a specificity of 84.8%, indicating good discriminative ability. The Hosmer-Lemeshow test showed (χ 2=15.821, P=0.105), suggesting good agreement between predicted and observed outcomes. In the validation set, the AUC was 0.778, with Hosmer-Lemeshow (χ 2=8.557, P=0.575). DCA and CIC indicated favorable clinical applicability of the model. Conclusions:The depression risk prediction model constructed in this study demonstrated good predictive performance. It can assist clinicians in early identification of high-risk individuals with diabetes and provide a theoretical basis for targeted interventions.

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