1.Construction and application of a deep learning-based assistant system for corneal in vivo confocal microscopy images recognition
Yulin YAN ; Weiyan JIANG ; Simin CHENG ; Yiwen ZHOU ; Yi YU ; Biqing ZHENG ; Yanning YANG
Chinese Journal of Experimental Ophthalmology 2024;42(2):129-135
Objective:To construct an artificial intelligence (AI)-assisted system based on deep learning for corneal in vivo confocal microscopy (IVCM) image recognition and to evaluate its value in clinical applications. Methods:A diagnostic study was conducted.A total of 18 860 corneal images were collected from 331 subjects who underwent IVCM examination at Renmin Hospital of Wuhan University and Zhongnan Hospital of Wuhan University from May 2021 to September 2022.The collected images were used for model training and testing after being reviewed and classified by corneal experts.The model design included a low-quality image filtering model, a corneal image diagnosis model, and a 4-layer identification model for corneal epithelium, Bowman membrane, stroma, and endothelium, to initially determine normal and abnormal corneal images and corresponding corneal layers.A human-machine competition was conducted with another 360 database-independent IVCM images to compare the accuracy and time spent on image recognition by three senior ophthalmologists and the AI system.In addition, 8 trainees without IVCM training and with less than three years of clinical experience were selected to recognize the same 360 images without and with model assistance to analyze the effectiveness of model assistance.This study adhered to the Declaration of Helsinki.The study protocol was approved by the Ethics Committee of Renmin Hospital of Wuhan University (No.WDRY2021-K148).Results:The accuracy of this diagnostic model in screening high-quality images was 0.954.Its overall accuracy in identifying normal/abnormal corneal images was 0.916 and 0.896 in the internal and external test sets, respectively.Its accuracy reached 0.983, 0.925 in the internal test sets and 0.988, 0.929 in the external test sets in identifying corneal layers of normal and abnormal images, respectively.In the human-machine competition, the overall recognition accuracy of the model was 0.878, which was similar to the average accuracy of the three senior physicians and was approximately 300 times faster than the experts in recognition speed.Trainees assisted by the system achieved an accuracy of 0.816±0.043 in identifying corneal layers of normal and abnormal images, which was significantly higher than 0.669±0.061 without model assistance ( t=6.304, P<0.001). Conclusions:A deep learning-based assistant system for corneal IVCM image recognition is successfully constructed.This system can discriminate normal/abnormal corneal images and diagnose the corresponding corneal layer of the images, which can improve the efficiency of clinical diagnosis and assist doctors in training and learning.
2.Relationship between social exclusion and relapse tendency in female drug rehabilitation patients
Lihao LAI ; Ruonan SUN ; Yuyao TANG ; Xihui JI ; Simin HOU ; Lushi JING ; Linhui WANG ; Chen YI ; Chuanyou LIAO
Chinese Mental Health Journal 2024;38(10):880-885
Objective:To explore the influence of social exclusion on the relapse tendency of female drug re-hab patients,and the mediating role of self-esteem and the moderating role of positive psychological capital.Method:A total of 288 female drug rehabilitation patients were selected,and the Social Exclusion Question-naire(SEQ)was used to assess the degree of social exclusion experienced by the patients.The Relapse Tendency Questionnaire(RPQ)was used to evaluate the current tendency of drug relapse.The Rosenberg Self-Esteem Scale(RSES)was used to evaluate the self-esteem level of the patients,and the Positive Psychological Capital Question-naire(PPCQ)was used to evaluate their level of positive psychological capital.Results:The SEQ scores of female drug rehab patients were positively correlated with the RPQ scores(β=0.41,P<0.001),The RSES scores had a mediating effect between the scores of SEQ and RPQ,with a mediation effect size of 0.09(95%CI:0.04-0.15,accounting for 20.6%of the total effect).The PPCQ scores had a moderating effect between the scores of RSES and RPQ(β=-0.08,P<0.05)and between the scores of SEQ and RPQ(β=0.10,P<0.05).Conclusion:So-cial exclusion could not only directly affect but also indirectly affect the relapse tendency through self-esteem of fe-male drug rehab patients.Positive psychological capital could moderate the relationship between social exclusion,self-esteem,and relapse tendency.
3.Indications for prenatal diagnosis and pregnancy outcomes of Turner syndrome with different karyotypes in 205 cases
Yingying SHEN ; Huizhu ZHONG ; Cuixing YI ; Simin YUAN ; Dongzhi LI
Chinese Journal of Perinatal Medicine 2023;26(1):41-47
Objective:To investigate the indications for prenatal diagnosis and pregnancy outcomes of fetal Turner syndrome (TS) with different karyotypes.Methods:Clinical data of TS cases diagnosed by fetal karyotyping in the Prenatal Diagnostic Center of Guangzhou Women and Children′s Medical Center from January 1, 2010, to June 30, 2021, were analyzed retrospectively. According to the karyotyping results, these cases were divided into two groups: monosomy X (45,X) and non-monosomy X groups (including karyotypes of mosaic monosomy X, isochromosome X, X deletion, X rearrangement, pseudodicentric X, and mosaicism with Y or Y deletion). Chi-square test was used to compare the detection rate, indications for prenatal diagnosis, and pregnancy outcomes of the two groups, and the Bonferroni test was conducted for further pairwise comparisons between the subgroups. The Chi-square test (or Fisher's exact test) was used to compare the abnormal ultrasound signs. Mann-Whitney U test was used to compare the nuchal translucency (NT) thickness of the two groups. Results:(1) Invasive prenatal diagnosis was performed on 27 981 pregnancies, and 205 (0.73%) of them were diagnosed with TS, including 135 cases of monosomy X and 70 cases of non-monosomy X (44 with numerical sex chromosome abnormalities, and 26 with structural sex chromosome abnormalities). (2) Out of the 205 pregnancies, 164 (80.0%) had one indication for prenatal diagnosis, and 41 (20.0%) had multiple indications. The detection rate of fetal ultrasonographic abnormalities [85.2% (115/135)] in monosomy X cases was significantly higher than that of three other indications [positive serological screening for Down's syndrome: 67.3% (35/52); positive non-invasive prenatal testing (NIPT) for sex chromosome abnormality: 60.0% (15/25); and other indications (advanced maternal age, adverse pregnancy history and thalassemia genes carried by both parents): 5.2% (7/135); all P<0.05], and also higher than the figure in non-monosomy X cases [25.7% (18/70), χ 2=71.55, P<0.001]. In non-monosomy X cases, the detection rates of TS among cases with high-risk results from serological screening for Down's syndrome and NIPT for sex chromosome abnormality [54.7% (29/53) and 68.3% (28/41)] were higher than those of the other two indications [fetal ultrasonographic abnormalities: 25.7% (18/70), other indications: 14.3% (10/70); all P<0.05]. (3) Of the 133 pregnancies with fetal ultrasonographic abnormalities as the indication, 65 (48.9%) had one abnormal ultrasound sign, and 68 (51.1%) had multiple signs. Among the 95 cases with ultrasound abnormalities in the first trimester and 38 cases in the second or third trimester, the incidence of cystic hygroma and hydrops was significantly higher in monosomy X cases than in non-monosomy X cases [in the first trimester: 71.8% (61/85) vs 1/10, 34.1% (29/85) vs 0/10; in the second or third trimester: 73.3% (22/30) vs 0/8, 50.0% (15/30) vs 0/8; Fisher's exact test, all P<0.05]. NT thickness in monosomy X cases was greater than that of non-monosomy X cases [7.5 mm (1.0-17.4 mm) vs 1.7 mm (0.8-9.5 mm), Z=-5.25, P<0.001]. (4) Among the 72 pregnancies with indications other than ultrasound abnormalities, 68 underwent Down's syndrome screening and 61 underwent NIPT. The detection rates among the cases with positive results in Down's syndrome screening, NIPT for a sex chromosome abnormality, and other indications (advanced maternal age, adverse pregnancy history, and thalassemia genes carried by both parents) were 54.4% (37/68), 59.0% (36/61) and 22.2% (16/72), respectively ( χ 2=22.40, P<0.001). The detection rates of the cases with high-risk results from Down's syndrome screening and NIPT for sex chromosome abnormality were higher than that of the cases with other indications ( χ 2=18.77 and 15.40, both P<0.001). Of the 72 pregnancies, 19 (26.4%) were monosomy X and 53 (73.6%) were non-monosomy X, including 42 (58.3%) with chromosomal mosaicism. (5) Among the 205 cases of TS, 185 were successfully followed up (123 were monosomy X and 62 were non-monosomy X). There was one live birth in monosomy X cases (0.8%, 1/123) and 17 in non-monosomy X cases (27.4%, 17/62), and the difference was statistically significant ( χ2=33.22, P<0.001). Sixty-three TS cases with normal ultrasound findings were followed up (18 were monosomy X and 45 were non-monosomy X). In these cases, all 18 pregnancies with monosomy X and 32 (71.1%, 32/45) with non-monosomy X were terminated and the other 13 (28.9%, 13/45) cases of non-monosomy X were delivered. Of the 18 live births, one (non-monosomy X) was delivered at 36 weeks of gestation and the rest were born at term. Eleven cases of them were followed up. The height of one child with monosomy X was lower than the average height of children of the same age and sex by more than 2 standard deviations (-2 SD). The height of 10 children with non-monosomy X were between-1 SD and +3 SD among the children of the same age and gender. The mental and motor development were good in the 11 cases, and no other structural abnormalities were observed. The remaining seven cases refused to be followed up. Conclusions:Ultrasonographic abnormalities are the main indications of fetal TS with monosomy X, while positive Down's syndrome screening and positive NIPT for sex chromosome abnormality are indicators of non-monosomy X. The termination rate for pregnancies with monosomy X is higher than that for non-monosomy X.
4.Research trends on the effects of different nutritional components on depression disorder
Simin YI ; Chenghao LU ; Feihong WENG ; Shen LI
Chinese Journal of Nervous and Mental Diseases 2023;49(10):620-624
Depression disorder(DD)is one of the major mental health problems worldwide,and special nutrients such as amino acids,vitamins,fatty acids,probiotics,etc.can affect the emotional state and disease prognosis of DD patients.Amino acids such as tryptophan and S-adenosylmethionine have been shown to improve stress levels in DD patients through various mechanisms,including vitamin B and vitamin C,while unsaturated fatty acids and probiotics have also been shown to have the same effect.This article reviews the mechanisms by which these nutrients improve DD,with the aim of providing new clues for treatment of DD.
5.Curative effect of novel bone cement bridging screw system combined with percutaneous vertebroplasty in the treatment of symptomatic chronic thoracic and lumbar osteoporotic vertebral fracture with intravertebral vacuum cleft
Biao WANG ; Yi ZHAN ; Lingbo KONG ; Liang YAN ; Simin HE ; Dingjun HAO ; Baorong HE
Chinese Journal of Trauma 2022;38(4):301-306
Objective:To investigate the efficacy of the novel bone cement bridging screw system combined with percutaneous vertebroplasty (PVP) in the treatment of symptomatic chronic osteoporotic vertebral fractures (SCOVF) with intravertebral vacuum cleft (IVC).Methods:A retrospective case series study was used to analyze the clinical data of 27 patients with SCOVF admitted to Honghui Hospital affiliated to Xi′an Jiaotong University from August 2016 to August 2018, including 6 males and 21 females; age 69-88 years [(75.2±4.9)years]. All patients were treated by the novel bone cement bridging screw combined with PVP. The operation time, amount of bone cement injected and occurrence of bone cement leakage or displacement were recorded. The vertebral body index (VBI), vertebral body angle (VBA), two-segment Cobb angle (BCA), visual analogue score (VAS) and Oswestry disability index (ODI) were compared preoperatively, at day 1 after operation and at the last follow-up. The results of the MOS 36-item short form health survey (SF-36) and Odom′s criteria were compared preoperatively and at the last follow-up to evaluate pain relief and neurological recovery.Results:All patients were followed up for 36-48 months [(40.2±3.7)months]. The operation time was 37-70 minutes [(49.6±10.8)minutes], with the amount of bone cement injected for 3-6 ml [(34.7±0.9)ml]. Intraoperative bone cement leakage occurred in 4 patients (15%), among which 3 had lateral vertebral leakage and 1 superior intervertebral disc leakage. There was no bone cement displacement during the postoperative period to the last follow-up. The VBI, VBA, BCA, VAS and ODI were (43.1±5.9)%, (21.0±2.6)°, (45.0±6.3)°, 7.6 (7.0, 8.0)points, (79.9±7.6)% preoperatively, were (78.7±2.6)%, (12.7±2.1)°, (26.1±4.7)°, 3.2 (3.0, 4.0)points, (50.0±9.3)% at day 1 after operation, and were (78.0±2.3)%, (13.2±2.4)°, (27.1±4.9)°, 2.0 (2.0, 2.0)points, (22.9±5.1)% at the last follow-up. There were significant differences in above five measures at day 1 after operation and at the final follow-up in comparison with the preoperative values (all P<0.05), and their values measured at day 1 after operation and at the final follow-up were also significantly different (all P<0.05). The SF-36 score in physical function, role physical, body pain, vitality and social function was 45.2 (40.0, 50.0)points, 28.7 (25.0, 50.0)points, 15.9 (10.0, 22.0)points, 48.3 (40.0, 60.0)points, 29.2 (25.0, 37.5)points preoperatively, significantly different from 78.0 (75.0, 85.0)points, 75.0 (75.0, 75.0)points, 68.1 (64.0, 74.0)points, 62.0 (55.0, 70.0)points, 34.7 (25.0, 37.5)points at the last follow-up (all P<0.05). However, there were no significant differences in SF-36 before operation and at the last follow-up in dimensions of general health, emotional function and mental health (all P>0.05). According to Odom′s criteria, 19 patients were graded as excellent, 7 good, 1 fair and 0 poor, with an excellent and good rate of 96%. Conclusion:For SCOVF patients with IVC, the novel bone cement bridging screw system combined with PVP has advantages of no displacement of bone cement, satisfactory fixation, significant pain relief and satisfactory functional recovery.
6.Prenatal diagnosis and pregnancy outcome of increased nuchal translucency with or without nuchal cystic hygroma in fetuses during first trimester
Kun DU ; Fang FU ; Xin YANG ; Min PAN ; Cuixing YI ; Simin YUAN ; Dongzhi LI ; Can LIAO
Chinese Journal of Perinatal Medicine 2022;25(2):104-109
Objective:To compare the prenatal diagnosis and pregnancy outcome of increased nuchal translucency (NT) with or without nuchal cystic hygroma (CH) in fetuses with first-trimester NT ≥5 mm.Methods:Data from 131 fetuses with NT ≥5 mm who received invasive prenatal diagnosis at Guangzhou Women and Children's Medical Center from July 2017 to December 2020 were retrospectively collected and analyzed. Those with a septum in the cyst were grouped as NT with CH group ( n=57), and those without as increased NT without CH group ( n=74). Genetic test results, incidence of structural malformations, survival rate after birth were compared using Chi-square test or Fisher's exact test and non-parametric test. Results:There was no significant difference in the incidence of fetal genetic abnormalities[67.6%(50/74) vs 61.4%(35/57), χ 2=0.54, P=0.464], ultrasonic structural malformations [21.6%(16/74) vs 33.3%(19/57), χ 2=2.26, P=0.133], or in the survival rate (12/14 vs 3/8, P=0.053) between increased NT without CH group and NT with CH group. Conclusions:For increased NT with or without CH, although the two groups had different spectrum of disease, they had a high incidence of chromosomal abnormalities and structural malformations, and both groups had a certain healthy survival rate after birth.
7.Construction and practice of early clinical research management system based on SaaS
Ling YI ; Hua ZHANG ; Xun YU ; Simin CHENG ; Liyan MIAO
Chinese Journal of Hospital Administration 2022;38(11):832-835
The " Internet plus" development approach for early phase clinical study management is of great significance to improve the implementation quality and management effectiveness of clinical trials. In December 2020, a tertiary hospital used the internet platform SaaS mode to build its early clinical study management system, with the design concepts of simplicity, convenience and adaptability. Based on cloud computing and multi-level data flow mode, the system formed a simple and feasible system architecture, real-time follow-up system process and dynamic visual project information through the adaptive design of mobile terminal application link and system user interface, with the advantages of low cost, high flexibility, strong specificity and multi-party interoperability.Since its launched in January 2021, as of May 2022, the system had included 56 early clinical trial projects of the hospital, effectively improving the implementation progress and quality of early clinical trials, strengthening the risk control in the trial, so as to provide reference for the digital development of hospital clinical research.
8.Consistency between quantitative fluorescent-polymerase chain reaction and karyotyping in prenatal diagnosis
Xin YANG ; Fatao LI ; Cuixing YI ; Simin YUAN ; Ming KE ; Dongzhi LI ; Can LIAO
Chinese Journal of Perinatal Medicine 2020;23(6):400-404
Objective:To analyze the consistency between karyotyping and quantitative fluorescent- polymerase chain reaction (QF-PCR) in prenatal diagnosis.Methods:This study retrospectively analyzed the clinical data of 10 967 patients undergoing karyotyping and QF-PCR for prenatal diagnosis in Guangzhou Women and Children's Hospital from January 2010 to December 2017. The failure rate, results, and diagnosis of common chromosomal disorders of the two methods were compared. The sensitivity and specificity of QF-PCR in detecting chromosomal mosaicism were evaluated using the receiver operative characteristic (ROC) curve.Results:(1) The failure rates of karyotyping and QF-PCR were 0.99% (109/10 967) and 0.10% (11/10 967), respectively. (2) The karyotypes of 9 960 out of the 10 858 successfully cultured samples were normal, and 99.89% (9 949/9 960) results were consistent between the two methods. The other 898 cases included 694 (77.28%) with common chromosomal abnormalities (trisomy 21, 18 and 13 and sex chromosomal abnormality) and 204 (22.72%) with other chromosomal abnormalities. The consistency between the two methods in detecting common chromosomal abnormalities was 95.68% (664/694). (3) The consistency in the detection of trisomy 21, 18 and 13 and sex chromosomal abnormality between karyotyping and QF-PCR were 99.74% (382/383), 100.00% (125/125), 100.00% (33/33) and 81.05% (124/153). However, the common chromosomal mosaicism was only noted for 44.44% (24/54). (4) Among cases with a mosaic ratio over 18.5%, the sensitivity and specificity of QF-PCR were 0.958 (95% CI: 0.789-0.999) and 0.600 (95% CI: 0.406-0.773) with the area under the ROC curve (AUC) of 0.811 (95% CI: 0.696-0.926, P<0.001). (5) Thirty cases with negative QF-PCR results but positive mosaic chromosomal aberrations were followed up. Ten (33.3%) pregnant women terminated their pregnancies, and two (6.7%) were lost to follow-up. The other 18 cases delivered healthy neonates that all survived after birth. Conclusions:In prenatal diagnosis, QF-PCR and karyotyping were highly consistent in the detection of trisomy 21, 13, and 18, but have significant discordance in the diagnosis of sex chromosomal abnormality.
9.Practice of the performance appraisal for medical equipment maintenance quality
Simin WANG ; Yi YAN ; Xin ZHI ; Guohong WANG
Chinese Journal of Hospital Administration 2019;35(1):54-57
Assurance of the safety,reliability and effectiveness of in-use medical equipments is key to improving medical risk management and applied quality of medical equipments of a hospital.By means of regular field survey of in-use medical equipments of the hospital,the authors identified key risk exposures in the current equipment quality control system,and took targeted corrective measurements.Data of routine equipment maintenance and that of appraisal were compared and analyzed.Based on such,appraisal points are set dynamically,and a standardized and customized appraisal program is developed for the safety and quality evaluation of medical equipments,featuring comprehensive coverage and operability.Such efforts effectively supplement daily maintenance work and provide data basis for reliability and usability analysis of medical equipments.
10.Chorionic villus cell culture and karyotype analysis in 1983 cases of spontaneous miscarriage
Simin YUAN ; Can LIAO ; Dongzhi LI ; Jiezhen HUANG ; Shunyan HU ; Ming KE ; Huizhu ZHONG ; Cuixing YI
Chinese Journal of Obstetrics and Gynecology 2017;52(7):461-466
Objective To investigate the relationship between spontaneous miscarriage and embryonic chromosome abnormalities,and to evaluate the clinical application of karyotype analysis by chorionic villus cell culture. Methods The chorionic villus karyotype of 1983 cases of miscarriage from January 2010 to July 2016 in Guangzhou Women and Children′ s Mecical Center were analyzed retrospectively. The miscarried chorionic villi were obtained by curettage under sterilized condition. The chromosome specimens were prepared after chorionic villus cell culture. Karyotype analysis was performed by G-banding technique. Results In the 1983 samples, successful karyotype analysis was performed in 1770 cases, with the successful rate of 89.98%. Chromosomal abnormalities were found in 1038 cases (58.64%,1038/1770). Chromosomal structural abnormalities were found in 37 cases. The numeral abnormalities were more common than structural abnormalities, and most of the numeral abnormalities were aneupoidies. In turn, they were trisomy 16, 45,X, trisomy 22, trisomy 2, trisomy 21, trisomy 15. The most common structural abnormality was balanced translocation, including Robersonian translocation. Female embryoes accounted for 61.02%(1080/1770) miscarriages and for 57.4%(596/1770) of chromosomal abnormalities, while male embroyes acoounted for 61.02%(1080/1770),57.4%(596/1770)respectively. The proportion of female embryoes was higher than male embryoes. The median age of the patients was 30 years old(16-46 years old). As the maternal age increased, the proportion chromosomal abnormalities increased. The incidence of chromosomal abnormalities in the advanced age group (≥35 years) was 68.38%(240/351), which was significantly higher than that in the younger group (56.24% ,798/1419; χ2=17.10, P<0.01). Conclusions Embryonic chromosomal abnormalities are the most common cause of early spontaneous miscarriage. The abnormalities centralize in some karyotypes. There is certain relationship between maternal age and the incidence of miscarriage, as well as the embryonic gender. Chorionic villus cell culture and karyotype analysis are helpful in finding the cause of miscarriage and counsel the patients.

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