1.Development and validation of a deep learning-based low-dose cervical spine X-ray segmentation model
Zhenbo CHEN ; Hongxia ZHANG ; Weiyong YU ; Xinying CONG ; Tian ZHANG ; Yang XIE
Journal of Practical Radiology 2025;41(7):1225-1229
Objective To develop and validate a deep learning-based segmentation model for low-dose cervical spine X-ray,aiming to address the insufficient segmentation accuracy in low-dose protocols while balancing radiation protection and diagnostic accuracy.Methods A total of 1 363 patients cervical spine X-ray images data were collected.A dose-attenuation mathematical simulation sys-tem was constructed to generate 14 122 dynamic low-dose cervical spine images incorporating quantum noise,contrast degradation,and blur artifacts.A neural network model was developed for automated segmentation of low-dose cervical spine X-ray using this dataset.Results Within the dose range of 50%to 7.5%,the average reults of automatic segmentation by the neural network model and manual segmentation for each group were as follows:50%dose group,intersection over union(IoU)=0.98 vs 0.93(P=0.707)and Dice coefficient(Dice)=0.99 vs 0.96(P=0.749);10%dose group,IoU=0.97 vs 0.87(P=0.201)and Dice=0.99 vs 0.93(P=0.219);7.5%dose group,IoU=0.97 vs 0.67(P<0.01)and Dice=0.98 vs 0.80(P<0.01).Conclusion The developed deep learning model achieved robust cervical spine segmentation(IoU>0.96,Dice>0.98)below diagnostic dose thresholds[peak signal-to-noise ratio(PSNR)<38 dB,structural similarity index(SSIM)<0.65].Under ultra-low-dose conditions(PSNR=27.710 dB,SSIM=0.274),it demonstrated a 44.78%IoU improvement and 22.5%Dice improvement over manual segmentation.This model enables minimal radia-tion exposure while preserving diagnostic performance,confirming its theoretical feasibility for low-dose X-ray image analysis and clinical research potential.
2.Clinical Observation on Yizhi Qingxin Prescription Combined with Needle-Warming Moxibustion in the Treatment of Vascular Cognitive Impairment After Cerebral Infarction
Jian ZHANG ; Lan SUN ; Lizhi FENG ; Juan DU ; Jian CHEN ; Zhenbo CHEN
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(4):900-906
Objective To observe the clinical efficacy Yizhi Qingxin Prescription combined with warming-needle muxibustion in the treatment of vascular cognitive impairment(VCI)after cerebral infarction,and to explore its effect on cognitive function.Methods A total of 110 cases of patients with definitive diagnosis of VCI after cerebral infarction admitted to Beijing Bo'ai Hospital from February 2020 to February 2023 were selected for the study.The patients were randomly divided into a control group and an observation group according to random number table method,with 55 cases in each group.The control group was treated with Donepezil Hydrochloride,and the observation group was treated with Yizhi Qingxin Prescription combined with warming-needle muxibustion on the basis of the treatment of the control group,the course of treatment covered four consecutive weeks.After one month of treatment,the clinical efficacy of the two groups was evaluated,and the changes in the scores of the Mini-Mental State Examination(MMSE)and Montreal Cognitive Assessment(MoCA),as well as the measurements of cerebral blood perfusion were observed before and after the treatment of the patients in the two groups.The changes of C-reactive protein(CRP),interleukin 6(IL-6),and tumor necrosis factor α(TNF-α)before and after treatment were compared between the two groups.The safety and incidence of adverse reactions in the two groups were also evaluated.Results(1)The total effective rate was 96.36%(53/55)in the observation group and 74.55%(41/55)in the control group.The efficacy of the observation group was superior to that of the control group,the difference being statistically significant(P<0.05).(2)After treatment,the MMSE scores and MoCA scores of the patients in the two groups were improved significantly(P<0.05),and the improvement in the observation group was significantly superior to that in the control group,the difference being statistically significant(P<0.05).(3)After treatment,the CBV,MTT,and CBF of the basal ganglia region of the two groups were significantly improved(P<0.05),and the improvement in the observation group was significantly superior to that in the control group,the difference being statistically significant(P<0.05).(4)After treatment,the serum CRP,IL-6,and TNF-α levels of patients in the two groups were significantly improved(P<0.05),and the improvement in the observation group was significantly superior to that in the control group,the difference being statistically significant(P<0.05).(5)The incidence of adverse reactions in the observation group was 7.27%(4/55),and that in the control group was 5.45%(3/55),the comparison between the two groups showed that the difference being not statistically significant(P>0.05).Conclusion Yizhi Qingxin Prescription combined with warming-needle muxibustion in the treatment of VCI after cerebral infarction can effectively alleviate the cognitive function of patients,improve their cerebral blood perfusion,and inhibit the release of inflammatory factors,so as to enhance their quality of life.
3.Development and validation of a deep learning-based low-dose cervical spine X-ray segmentation model
Zhenbo CHEN ; Hongxia ZHANG ; Weiyong YU ; Xinying CONG ; Tian ZHANG ; Yang XIE
Journal of Practical Radiology 2025;41(7):1225-1229
Objective To develop and validate a deep learning-based segmentation model for low-dose cervical spine X-ray,aiming to address the insufficient segmentation accuracy in low-dose protocols while balancing radiation protection and diagnostic accuracy.Methods A total of 1 363 patients cervical spine X-ray images data were collected.A dose-attenuation mathematical simulation sys-tem was constructed to generate 14 122 dynamic low-dose cervical spine images incorporating quantum noise,contrast degradation,and blur artifacts.A neural network model was developed for automated segmentation of low-dose cervical spine X-ray using this dataset.Results Within the dose range of 50%to 7.5%,the average reults of automatic segmentation by the neural network model and manual segmentation for each group were as follows:50%dose group,intersection over union(IoU)=0.98 vs 0.93(P=0.707)and Dice coefficient(Dice)=0.99 vs 0.96(P=0.749);10%dose group,IoU=0.97 vs 0.87(P=0.201)and Dice=0.99 vs 0.93(P=0.219);7.5%dose group,IoU=0.97 vs 0.67(P<0.01)and Dice=0.98 vs 0.80(P<0.01).Conclusion The developed deep learning model achieved robust cervical spine segmentation(IoU>0.96,Dice>0.98)below diagnostic dose thresholds[peak signal-to-noise ratio(PSNR)<38 dB,structural similarity index(SSIM)<0.65].Under ultra-low-dose conditions(PSNR=27.710 dB,SSIM=0.274),it demonstrated a 44.78%IoU improvement and 22.5%Dice improvement over manual segmentation.This model enables minimal radia-tion exposure while preserving diagnostic performance,confirming its theoretical feasibility for low-dose X-ray image analysis and clinical research potential.
4.Comparison of effects of laparoscopic adrenal tumor resection with different approaches in treating functional adrenal tumors
Qiang DANG ; Zhenbo CAI ; Hongwei ZHANG
Journal of Xinxiang Medical College 2024;41(9):822-826
Objective To compare the effects of different approaches of laparoscopic adrenal tumor resection in treating functional adrenal tumors.Methods Sixty patients with functional adrenal tumors admitted to the Anyang District Hospital from September 2012 to September 2022 were selected as the research subjects.According to different laparoscopic approaches,the patients were divided into a retroperitoneal laparoscopic adrenalectomy group(n=31)and an intraperitoneal laparoscopic adrenalectomy group(n=29).The operation related indexes,stress indexes,immunological indexes,and postoperative complications were compared between the two groups.Results The amount of bleeding and treatment cost in the retroperitoneal laparoscopic adrenalectomy group were lower than those in the intraperitoneal laparoscopic adrenalectomy group,and the operation time,the first meal time after operation,and the hospital stay were shorter than those in the intraperitoneal laparoscopic adrenalectomy group(P<0.05).There was no statistically significant difference in serum cortisol(Cor),noradrenaline(NE)and adrenaline(E)levels between the two groups before and after operation(P>0.05).After operation,the levels of serum Cor,NE and E in the two groups were significantly higher than those before operation(P<0.05).Before operation,there was no statistically significant difference in CD4+level,CD8+level,and CD4+/CD8+ratio between the two groups(P>0.05).After operation,the CD4+level and CD4+/CD8+ratio in both groups were significantly lower than those before operation,while the CD8+level was significantly higher than that before operation(P<0.05).After operation,the CD4+level and CD4+/CD8+ratio in the intraperitoneal laparoscopic adrenalectomy group were significantly lower than those in the retroperitoneal laparoscopic adrenalectomy group(P<0.05);there was no statistically significant difference in the CD8+level between the two groups(P>0.05).The incidence of postoperative complications in the retroperitoneal laparoscopic adrenalectomy group and the intraperitoneal laparoscopic adrenalectomy group was 6.45%(2/31)and 31.03%(9/29),respectively;it was significantly lower in the retroperitoneal laparoscopic adrenalectomy group(x2=6.048,P<0.05).Conclusion Laparoscopic adrenalectomy via intraperitoneal approach and retroperitoneal approach is effective in the treatment of functional adrenal tumors.The degree of stress response generated by the two approaches is similar,but the retroperitoneal approach has shorter operation time,less intraoperative bleeding,faster postoperative recovery,less damage to immune function,lower incidence of postoperative complications,and fewer costs.
5.Evaluation of early binocular visual function after implantable collamer lens V4c implantation in patients with high myopia
Kaili TANG ; Jing WANG ; Zhenbo ZHAO ; Dong HAN ; Yuxi DING ; Jinsong ZHANG ; Liwei MA
International Eye Science 2024;24(4):634-640
AIM: To evaluate the binocular visual function in high myopia patients after the implantation of implantable collamer lens(ICL)V4c.METHODS: A total of 35 cases(70 eyes)that received binocular ICL implantation at our hospital from May 2019 to May 2021 were enrolled in this prospective study. Binocular full-range visual acuity, contrast sensitivity, stereopsis, mesopic vision and glare sensitivity, and monocular wavefront and the quality of vision questionnaire were assessed before the surgery and at 1 mo postoperatively.RESULTS: At 1 mo postoperatively, 35 cases(100%)had binocular uncorrected distance visual acuity(UDVA)≤0.00(LogMAR), 16 cases(46%)had binocular UDVA≥preoperative corrected distance visual acuity(CDVA). Binocular UDVA and uncorrected intermediate visual acuity(UIVA,80 cm)were improved compared to preoperative CDVA and distance-corrected intermediate visual acuity(DCIVA,80 cm)(all P<0.05).While there were no differences in the binocular postoperative UIVA(60 cm)and preoperative DCIVA(60 cm),and uncorrected near visual acuity(UNVA,40 cm)and preoperative distance-corrected near visual acuity(DCNVA,40 cm)(all P>0.05). The binocular contrast sensitivity was significantly improved postoperatively(P=0.001), and the postoperative binocular mesopic vision, glare sensitivity(no glare/glare)and binocular stereopsis(5 m/40 cm)had no differences(all P>0.05). The postoperative total higher-order aberration, trefoil aberration, coma and spherical aberration were increased, besides the median of total coma in the right eye with a pupil diameter of 3.0 mm was decreased after surgery. The mean total score of quality of vision questionnaire was significantly increased from 54.87 preoperatively to 80.92 after implantation(P<0.05), with high satisfaction and no obvious visual disturbance in patients.CONCLUSION: Although the monocular high-order aberrations increased in the early stage after ICL V4c binocular implantation in patients with high myopia, the binocular visual function was improved.
6.Application of CT pulmonary angiography in acute pulmonary embolism and right heart function
Hongxia ZHANG ; Xinying CONG ; Tian ZHANG ; Ye WU ; Qing LI ; Xuejing LI ; Yifan CHEN ; Xiuting WANG ; Weiyong YU ; Zhenbo CHEN
Chinese Journal of Rehabilitation Theory and Practice 2023;29(12):1429-1438
ObjectiveTo explore the application value of CT pulmonary angiography (CTPA) in assessing the severity of acute pulmonary embolism (APE) and right heart function in rehabilitation patients. MethodsFrom January, 2013 to January, 2020, 133 inpatients (94 positive and 39 negative) who underwent CTPA examination in Beijing Bo'ai Hospital were involved. Positive patients were further divided into mild, moderate and severe groups based on the pulmonary artery obstruction index (PAOI). The clinical parameters and right heart function indicators were compared. Spearman correlation analysis was used to analyze the correlation between PAOI, and clinical parameters and right heart function indicators, and Logistic regression analysis was used to predict the risk factors of APE. ResultsThere was significant difference in lower extremity venous thrombosis, D-dimer, oxygen partial pressure, PAOI and left process of interventricular septum among four groups (H ≥ 12.350, P < 0.01). PAOI was moderately positively correlated with D-dimer (r = 0.443, P < 0.001) and left process of interventricular septum (r = 0.520, P < 0.001), and was weakly positively correlated with lower extremity venous thrombosis (r = 0.399, P < 0.001), left pulmonary artery diameter (r = 0.213, P = 0.014) and inferior vena cava regurgitation (r = 0.229, P = 0.008). Lower extremity venous thrombosis (OR = 7.708, P < 0.001) and left process of interventricular septum (OR = 3.641, P = 0.008) were independent risk factors for the onset of APE. The combination of the two indicators was effective for diagnosis of APE, and AUC was 0.795 (95% CI 0.715 to 0.874). ConclusionCTPA may be applied to evaluate the severity of APE and right heart function in rehabilitation patients.
7.Development and validation of multilayer perceptual neural network in glomerular filtration rate evaluation
Yang XIE ; Yingchun MA ; Jigang YANG ; Yali NIE ; Zhenbo CHEN ; Chunli ZHANG ; Li ZUO
Chinese Journal of Nephrology 2022;38(5):369-378
Objective:To develop a neural network model for the evaluation of glomerular filtration rate (GFR) based on multilayer perceptual neural network, and to compare with the improved Chinese based creatinine GFR evaluation formula (C-GFR cr) and the evaluation formula (EPI-GFR cr) of the American Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) for the clinical applicability of multilayer perceptual neural network model in evaluating GFR. Methods:A total of 684 chronic kidney disease (CKD) patients used for developing a modified version of China′s based creatinine GFR evaluation formula were taken as the research object. The data of 454 patients were randomly selected as the development group and the data of the other 230 patients were as the verification group. The multilayer perceptual neural network GFR evaluation model (M-GFR cr) was established. With the double plasma GFR as the reference value (rGFR), the correlation, mean difference, mean absolute difference, precision and accuracy of C-GFR cr, EPI-GFR cr and M-GFR cr were compared. Results:Among the 684 CKD patients, there were 352 males and 332 females, with age of (49.9±15.8) years. The correlation between M-GFR cr and rGFR was the highest (Pearson correlation =0.93, P<0.001). The mean difference of M-GFR cr was lower than that of C-GFR cr ( Z=9.929, P<0.001) and EPI-GFR cr ( Z=10.573, P<0.001). The mean absolute difference of M-GFR cr was also lower than that of C-GFR cr ( Z=3.953, P<0.001) and EPI-GFR cr ( Z=4.210, P<0.001). The accuracy of ±15% of M-GFR cr was higher than that of C-GFR cr ( χ2=26.068, P<0.001) and EPI-GFR cr ( χ2=23.154, P<0.001). The accuracy of ±30% of M-GFR cr was also higher than that of C-GFR cr ( χ2=8.264, P=0.001) and EPI-GFR cr ( χ2=11.963, P=0.001). The results of different stages of CKD showed that in the early stage of CKD (CKD 1-2), the mean difference of M-GFR cr was lower than that of C-GFR cr ( Z=7.401, P<0.001) and EPI-GFR cr ( Z=8.096, P<0.001); the mean absolute difference of M-GFR cr was also lower than that of C-GFR cr ( Z=4.723, P<0.001) and EPI-GFR cr ( Z=4.946, P<0.001); the accuracy of ±15% of M-GFR cr was higher than that of C-GFR cr ( χ2=23.547, P<0.001) and EPI-GFR cr ( χ2=26.421, P<0.001); the accuracy of ±30% of M-GFR cr was also higher than that of C-GFR cr ( χ2=12.089, P=0.001) and EPI-GFR cr ( χ2=16.168, P<0.001). But there was no significant difference in the applicability among C-GFR cr, EPI-GFR cr and M-GFR cr in the advanced stages of CKD (CKD 3-5). Conclusion:Compared with the improved Chinese based creatinine GFR evaluation formula C-GFR cr and CKD-EPI evaluation formula EPI-GFR cr, the accuracy of multilayer perceptual neural network model to evaluate GFR in CKD patients has been significantly improved, especially in CKD 1-2 stage.
8.The Role of DNA Methylation Reprogramming During Sex Determination and Transition in Zebrafish
Wang XINXIN ; Ma XIN ; Wei GAOBO ; Ma WEIRUI ; Zhang ZHEN ; Chen XUEPENG ; Gao LEI ; Liu ZHENBO ; Yuan YUE ; Yi LIZHI ; Wang JUN ; Tokumoto TOSHINOBU ; Huang JUNJIU ; Chen DAHUA ; Zhang JIAN ; Liu JIANG
Genomics, Proteomics & Bioinformatics 2021;19(1):48-63
DNA methylation is a prevalent epigenetic modification in vertebrates, and it has been shown to be involved the regulation of gene expression and embryo development. However, it remains unclear how DNA methylation regulates sexual development, especially in species without sex chromosomes. To determine this, we utilized zebrafish to investigate DNA methylation reprogramming during juvenile germ cell development and adult female-to-male sex transition. We reveal that primordial germ cells (PGCs) undergo significant DNA methylation reprogramming during germ cell development, and the methylome of PGCs is reset to an oocyte/ovary-like pattern at 9 days post fertilization (9 dpf). When DNA methyltransferase (DNMT) activity in juveniles was blocked after 9 dpf, the zebrafish developed into females. We also show that Tet3 is involved in PGC development. Notably, we find that DNA methylome reprogramming during adult zebrafish sex transition is similar to the reprogramming during the sex differentiation from 9 dpf PGCs to sperm. Furthermore, inhibiting DNMT activity can prevent the female-to-male sex transition, sug-gesting that methylation reprogramming is required for zebrafish sex transition. In summary, DNA methylation plays important roles in zebrafish germ cell development and sexual plasticity.
9.Research progress on the effect of intrauterine infusion of hCG on embryo implantation
Qimeng XIAO ; Yuan LIU ; Di SUN ; Peiqin CHEN ; Yue FU ; Mingzhu BAI ; Zhenbo ZHANG
Chinese Journal of Reproduction and Contraception 2021;41(7):655-660
Due to various factors, the proportion of infertile couples is increasing. In vitro fertilization-embryo transfer (IVF-ET) technology has made it possible for infertile couples to give birth. However, implantation failure has always hindered the development of IVF-ET. Embryo quality and endometrial receptivity are the keys to successful implantation. The implantation process is complicated and involves a variety of cytokines. Among them, human chorionic gonadotropin (hCG) plays an important role in the implantation process and even the entire pregnancy. At present, there are two opinions about whether hCG perfusion before embryo transfer affects the patient's pregnancy outcome: intrauterine infusion of hCG can improve the patient's pregnancy outcome; intrauterine infusion of hCG may not only not improve the patient's pregnancy rate, and even bring adverse consequences to the patient. But because there is no more uniform standard in the completed researches, the relationship between intrauterine infusion of hCG and embryo implantation is still inconclusive. Now, we summarize their contributions in this paper.
10.Research progress on the effect of intrauterine infusion of hCG on embryo implantation
Qimeng XIAO ; Yuan LIU ; Di SUN ; Peiqin CHEN ; Yue FU ; Mingzhu BAI ; Zhenbo ZHANG
Chinese Journal of Reproduction and Contraception 2021;41(7):655-660
Due to various factors, the proportion of infertile couples is increasing. In vitro fertilization-embryo transfer (IVF-ET) technology has made it possible for infertile couples to give birth. However, implantation failure has always hindered the development of IVF-ET. Embryo quality and endometrial receptivity are the keys to successful implantation. The implantation process is complicated and involves a variety of cytokines. Among them, human chorionic gonadotropin (hCG) plays an important role in the implantation process and even the entire pregnancy. At present, there are two opinions about whether hCG perfusion before embryo transfer affects the patient's pregnancy outcome: intrauterine infusion of hCG can improve the patient's pregnancy outcome; intrauterine infusion of hCG may not only not improve the patient's pregnancy rate, and even bring adverse consequences to the patient. But because there is no more uniform standard in the completed researches, the relationship between intrauterine infusion of hCG and embryo implantation is still inconclusive. Now, we summarize their contributions in this paper.

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