1.A novel deep learning based cloud service system for automated acupuncture needle counting: a strategy to improve acupuncture safety
WONG Tsz Ho ; WEI Junyi ; CHEN Haiyong ; NG Bacon Fung Leung
Digital Chinese Medicine 2024;7(1):40-46
Objective :
The unintentional retention of needles in patients can lead to severe consequences. To enhance acupuncture safety, the study aimed to develop a deep learning-based cloud system for automated process of counting acupuncture needles.
Methods:
This project adopted transfer learning from a pre-trained Oriented Region-based Convolutional Neural Network (Oriented R-CNN) model to develop a detection algorithm that can automatically count the number of acupuncture needles in a camera picture. A training set with 590 pictures and a validation set with 1 025 pictures were accumulated for finetuning. Then, we deployed the MMRotate toolbox in a Google Colab environment with a NVIDIA Tesla T4 Graphics processing unit (GPU) to carry out the training task. Furthermore, we integrated the model with a newly-developed Telegram bot interface to determine the accuracy, precision, and recall of the needling counting system. The end-to-end inference timewas also recorded to determine the speed of our cloud service system.
Result:
In a 20-needle scenario, our Oriented R-CNN detection model has achieved an accuracy of 96.49%, precision of 99.98%, and recall of 99.84%, with an average end-to-end inference time of 1.535 s.
Conclusion
The speed, accuracy, and reliability advancements of this cloud service system innovation have demonstrated its potential of using object detection technique to improve acupuncture practice based on deep learning.
2.Value of prostate biopsy guided by transrectal real-time ultrasonic elastography combined with peak strain index in the diagnosis of prostate cancer
Haiyong LU ; Weiliang LIU ; Tong ZHAO ; Yunxuan CHEN ; Chaoxi LI ; Huaian CHEN
Cancer Research and Clinic 2022;34(10):768-773
Objective:To investigate the value of prostate biopsy guided by transrectal real-time ultrasonic elastography (TRTE) combined with peak strain index (PSI) in the diagnosis of prostate cancer and the correlation with TRTE score and pathological Gleason score.Methods:A total of 80 patients with suspected prostate cancer who underwent TRTE in the First Affiliated Hospital of Hebei North University from January 2019 to December 2019 were selected. The PSI for suspicious lesions was measured, and targeted puncture biopsy guided by TRTE combined with PSI was performed on the patients, and then followed by systematic puncture biopsy. The outcomes of targeted biopsy and systematic biopsy were analyzed. Taking pathological biopsy results as the gold standard, the detection rates of prostate cancer and benign prostate lesions detected by both biopsies methods were compared; the prostate volume, serum prostate specific antigen (PSA) level and PSI were compared between patients with prostate cancer and benign prostatic lesions. The receiver operating characteristic (ROC) curve and the area under the curve (AUC) were used to determine the best cut-off value of PSI in the diagnosis of prostate cancer. The values of conventional ultrasound versus TRTE combined with PSI in the diagnosis of prostate cancer were assessed. The positive rate of biopsy puncture points under the guidance of TRTE combined with PSI was compared with that of systematic biopsy. The correlation between TRTE score and pathological Gleason score of prostate malignant lesions was analyzed.Results:Among 80 patients, 45 patients (56.25%) were diagnosed as prostate cancer by prostate puncture biopsy, and 35 patients (43.75%) were benign prostate lesions. Among 45 patients with prostate cancer, 42 cases (93.33%) of prostate cancer were detected by using TRTE combined with PSI-guided targeted puncture biopsy, and 38 cases (84.44%) of prostate cancer were detected by using systematic puncture biopsy; there was no significant difference in the detection rate of prostate cancer by both biopsies methods ( χ2 = 1.80, P = 0.180). The level of serum PSA and PSI value in the prostate cancer group were higher than those in the benign prostate lesion group, and the difference was statistically significant ( t value was 65.28 and 14.93, all P < 0.05). The clinical value of PSI value in the diagnosis of prostate cancer was analyzed by using ROC curve. The results showed that the AUC was 0.857 (95% CI 0.772-0.941), and the optimal cut-off value of PSI was 5.68; PSI ≥ 5.68 was treated as the malignant cancer and PSI < 5.68 was treated as the benign cancer. The sensitivity, specificity and accuracy of TRTE combined with PSI in the diagnosis of prostate cancer were 91.11%, 94.29%, and 92.50%, respectively, which were higher than those of conventional ultrasound (73.33%, 68.57% and 71.25%), and the differences were statistically significant (all P < 0.05). A total of 89 suspected lesions were detected in 80 patients through TRTE combined with PSI, and each suspected lesion was detected by using 2-needle targeted puncture biopsy. There were 178 needles in total including 88 needles of prostate cancer and the positive rate of puncture points was 49.44% (88/178); there were 800 needles in total detected by using 10-needle systematic puncture biopsy including 203 needles of prostate cancer and the positive rate of puncture points was 25.38% (203/800); the positive rate of puncture points guided by TRTE combined with PSI puncture biopsy was higher than that by systematic puncture biopsy, and the difference was statistically significant ( χ2 = 40.337, P < 0.05). For prostate malignant lesions, the Spearman correlation analysis showed that TRTE score was positively correlated with pathological Gleason score ( r = 0.618, P < 0.05). Conclusion:TRTE combined with PSI-guided targeted puncture biopsy plays an important role in the diagnosis of prostate cancer, and it can effectively improve the positive rate of puncture points.
3.Management practice for critical COVID-19 patients rescue in designated hospitals
Nan MA ; Yin LI ; Caiying SUN ; Shuying GUAN ; Jialei YAN ; Yongping QIAN ; Haiyong CHEN ; Guoqing WEI ; Yunqing QIU ; Tingbo LIANG
Chinese Journal of Hospital Administration 2020;36(4):294-297
December 2019 witnessed the outbreak of COVID-19 in Wuhan and spread of the epidemic across the country. As a provincial designated hospital for critical patients, the First Affiliated Hospital of Zhejiang University responded rapidly since then by advocating the four-concentration principles, namely " concentrating patients, experts, resources and treatment" . In its rescue of critical patients, the hospital formulated comprehensive emergency plans, optimized hospital-wide resources, effectively arranged rescue spacing, established medical echelons, and implemented multi-disciplinary strategy. These efforts ensured efficient rescue and treatment, achieving a cure rate up to 98.7% of such patients, with no deaths.
4.Preliminary results of Chinese magnetic sphincter augmentation in treating gastroesophageal reflux disease
Yifeng SUN ; Haoyao JIANG ; Haiyong GU ; Yi HE ; Yu YANG ; Xiaobin ZHANG ; Yang YANG ; Rong HUA ; Xufeng GUO ; Bo YE ; Teng MAO ; Zhigang LI
Chinese Journal of Surgery 2020;58(9):691-696
Objective:To examine the preliminary clinical efficacy of Chinese magnetic sphincter augmentation (MSA) in the treatment of gastroesophageal reflux disease (GERD).Methods:According to the enrollment criteria for the MSA developed by ShengJieKang Co. and Shanghai Chest Hospital (SS-MSA) clinical trial, a total of 19 GERD patients were treated with SS-MSA from August 2018 to January 2020 at Department of Thoracic Surgery, Shanghai Chest Hospital, Shanghai Jiao Tong University. The majority of registered cases were male patients with age of (32.2±7.3) years (range: 22 to 50 years), height of (170.7±6.2) cm (range: 160 to 179 cm) and weight of (65.2±10.3) kg (range: 47.5 to 90.0 kg). SS-MSA was implanted via laparoscopy. The major evaluation indexs of postoperative efficacy were the total time of acid exposure within 24 hours and the total number of reflux. Secondary efficacy indicators included: (1) evaluation of the average daily dose of proton pump inhibitor medications; (2) the score of GERD health related quality of life questionnaire (GERD-Q) before and after MSA implantation. Paired design t-test was used to evaluate the efficacy of the SS-MSA. Results:A total of 19 patients underwent SS-MSA surgery successfully. The history of the GERD were 19 (54) months ( M( QR)). The operation time was 63 (22) minutes and the in-hospital stay was 3 (2) days. No obvious surgical complications occurred. Postoperative adverse events included 14 cases with mild to moderate dysphagia exited after surgery, gradually eased within 1 to 3 months, 1 case with the removal of the device after 1 month of severe swallowing difficulties, 1 case of diarrhea. No corrosion, perforation, displacement occurred. The GERD-Q score (11.0(4.5) vs. 6(1.0), t=4.274, P=0.013), 24-hour acid exposure time (6.2(4.8)% vs. 0.1(0.9)%, t=5.814, P=0.004), and Demeester score (23.72(16.20) vs. 0.96(3.10), t=6.678, P=0.003) were significantly decreased 1 year after surgery( n=5). Proton pump inhibitor reuse rates were 6/18, 5/15, 3/10, and 1/5 in 1, 3, 6 and 12 months after the operation, respectively. Conclusions:SS-MSA implantation is feasible and safe with short hospital stay and rare perioperative complications. The preliminary results is good after 1 year follow-up. It could be expected to be an ideal substitutive for future GERD treatment.
5.Preliminary results of Chinese magnetic sphincter augmentation in treating gastroesophageal reflux disease
Yifeng SUN ; Haoyao JIANG ; Haiyong GU ; Yi HE ; Yu YANG ; Xiaobin ZHANG ; Yang YANG ; Rong HUA ; Xufeng GUO ; Bo YE ; Teng MAO ; Zhigang LI
Chinese Journal of Surgery 2020;58(9):691-696
Objective:To examine the preliminary clinical efficacy of Chinese magnetic sphincter augmentation (MSA) in the treatment of gastroesophageal reflux disease (GERD).Methods:According to the enrollment criteria for the MSA developed by ShengJieKang Co. and Shanghai Chest Hospital (SS-MSA) clinical trial, a total of 19 GERD patients were treated with SS-MSA from August 2018 to January 2020 at Department of Thoracic Surgery, Shanghai Chest Hospital, Shanghai Jiao Tong University. The majority of registered cases were male patients with age of (32.2±7.3) years (range: 22 to 50 years), height of (170.7±6.2) cm (range: 160 to 179 cm) and weight of (65.2±10.3) kg (range: 47.5 to 90.0 kg). SS-MSA was implanted via laparoscopy. The major evaluation indexs of postoperative efficacy were the total time of acid exposure within 24 hours and the total number of reflux. Secondary efficacy indicators included: (1) evaluation of the average daily dose of proton pump inhibitor medications; (2) the score of GERD health related quality of life questionnaire (GERD-Q) before and after MSA implantation. Paired design t-test was used to evaluate the efficacy of the SS-MSA. Results:A total of 19 patients underwent SS-MSA surgery successfully. The history of the GERD were 19 (54) months ( M( QR)). The operation time was 63 (22) minutes and the in-hospital stay was 3 (2) days. No obvious surgical complications occurred. Postoperative adverse events included 14 cases with mild to moderate dysphagia exited after surgery, gradually eased within 1 to 3 months, 1 case with the removal of the device after 1 month of severe swallowing difficulties, 1 case of diarrhea. No corrosion, perforation, displacement occurred. The GERD-Q score (11.0(4.5) vs. 6(1.0), t=4.274, P=0.013), 24-hour acid exposure time (6.2(4.8)% vs. 0.1(0.9)%, t=5.814, P=0.004), and Demeester score (23.72(16.20) vs. 0.96(3.10), t=6.678, P=0.003) were significantly decreased 1 year after surgery( n=5). Proton pump inhibitor reuse rates were 6/18, 5/15, 3/10, and 1/5 in 1, 3, 6 and 12 months after the operation, respectively. Conclusions:SS-MSA implantation is feasible and safe with short hospital stay and rare perioperative complications. The preliminary results is good after 1 year follow-up. It could be expected to be an ideal substitutive for future GERD treatment.
6.Two-dimensional speckle tracking imaging in predicting myocardial injury of Kawasaki disease patients with intravenous immunoglobulin resistant during acute phase
Haiyong WANG ; Xiaoyan FU ; Tingting WU ; Minghui TONG ; Ailin CUI ; Qianqian LI
Chinese Journal of Medical Imaging Technology 2018;34(3):345-349
Objective To analyze the characteristics of left ventricular systolic function in Kawasaki disease (KD) patients with intravenous immunoglobulin (IVIG) resistant during acute phase by two-dimensional speckle tracking imaging (2D STI).Methods IVIG resistant patients (n=40) as well as age and gender matched IVIG responder patients (n=40) were selected from KD patients in acute phase.Patients in IVIG resistant group were further divided into coronary artery dilation (CAD) subgroup and no coronary artery dilation (NCAD) subgroup.Then conventional echocardiography,2D STI and laboratory indexes were acquired and compared between IVIG resistant group and IVIG responder group,as well as between CAD and NCAD subgroup.ROC curve analysis was used to determine threshold values of 2D STI measurements associated with IVIG resistance.Results Compared with IVIG responder group,coronary artery dilation,left ventricular mass and left ventricular mass index increased,systolic global longitudinal strain (GLS) and systolic global circumferential strain (GCS) decreased,albumin,erythrocyte sedimentation rate,C-reactive protein and platelet increased in IVIG resistant group (all P<0.05).Taking absolute GLS 16.8% as a threshold,the area under curve (AUC) was 0.769 (P=0.021),sensitivity,specificity in diagnosis of IVIG resistant was 79.27%,68.36%.Taking absolute GCS 15.9% as a threshold,AUC was 0.749 (P=0.038),sensitivity,specificity in diagnosis of IVIG resistant was 71.43%,57.28%.Conclusion IVIG resistant KD patients present significantly greater systolic dysfunction compared with responders in patients with KD,which may be the results of myocardium infection other than coronary artery lesions.2D STI may predict myocardial injury in IVIG resistant KD patients.
7.Transition analysis in the clinicopathology and prognosis of 2 682 papillary thyroid carcinoma cases over a 15-year period
Weibin WANG ; Xingyun SU ; Jiaying RUAN ; Zhuochao MAO ; Kuifeng HE ; Min WANG ; Fusheng WU ; Donghui ZHOU ; Jianming SHENG ; Zhongqi LI ; Xiongfei YU ; Yimin LU ; Haiyong WANG ; Xiaodong TENG ; Wenhe ZHAO ; Zhimin MA ; Lisong TENG
Chinese Journal of General Surgery 2018;33(5):393-397
Objective To evaluate the change of clinicopathological features and prognosis of papillary thyroid cancer over a 15-year period.Methods The clinicopathological features and outcomes of papillary thyroid cancer patients were analyzed in three groups according to the time of diagnosis:group Ⅰ (1997-2001),group Ⅱ (2002-2006),and group Ⅲ (2007-2011).Results As time advanced,the average age of papillary thyroid cancer patients increased,tumor stage,like size,extrathyroid invasion and lymph node metastasis decreased dramatically (P < 0.01).The percentage of multifocality and bilaterality increased.The long-term follow up data (median follow up time was 6.6 years),indicated that the 15-year over all survival was 97.8% and the 15-year disease-free survival was 90.2%.Tumor ≥3 cm,bilaterality,extrathyroid invasion,lymph node metastasis and AJCC stage were correlated with tumor recurrence.By multivariate COX-regression analysis only lymph node metastasis and bilaterality were independent risk factors.Conclusion The clinicopathological features of papillary thyroid cancer changed over 15 years,with the percentage of early-staged patients increased.Lymph node metastasis and bilaterality are two risk factors for tumor recurrence.
8. Experiences of esophageal replacement with ileocolon graft: a series of 34 cases
Xufeng GUO ; Rong HUA ; Yifeng SUN ; Yu YANG ; Bo YE ; Bin LI ; Haiyong GU ; Xiaobing ZHANG ; Teng MAO ; Zhigang LI
Chinese Journal of Surgery 2018;56(4):299-302
Objective:
To evaluate the safety and effectiveness of esophageal replacement with ileocolon graft.
Methods:
Totally 34 cases of esophageal replacement with ileocolon graft from July 2015 to November 2017 at Department of Thoracic Surgery, Shanghai Chest Hospital, Shanghai Jiaotong University were analyzed retrospectively, including 24 male and 10 female, aging from 7 to 72 years old. Esophageal replacement with ileocolon graft by right and/or middle colic artery as a blood supply using retrosternal route except one subcutaneous route. The primary esophageal disease, postoperative complication rate and quality of life were analyzed.
Results:
The overall postoperative complication rate was 23.5% (8/34), cervical anastomotic leakage rate of 5.9% (2/34), necrosis of colon graft of 5.9% (2/34). There were 3 patients experienced re-operation including 2 patients with colon graft necrosis and 1 patient with intestinal obstruction after ERC. One patient with colon graft necrosis died of septic shock after reoperation. Six cases of cervical esophago-jejunal anastomosis stenosis and 1 case of diarrhea occurred in the later time. All patients were followed up for a median time of 9 months (range: 1 to 28 months), 32 cases survived but 1 patient died until last follow-up by the end of December 2017.
Conclusion
Esophageal replacement with ileocolon graft by right and/or middle colic artery as a blood supply using retrosternal route was safe and effective.
9.Regulatory effect of overexpressed Id3 on the expression of β-catenin in different tumor cells
Qinfei ZHAO ; Fangfang CHEN ; Yuzhong XU ; Haiyong WANG ; Xiaolong GUAN ; Ning SUN ; Ang LI ; Shusheng SONG ; Wei YU ; Xiaojun LI
Journal of Medical Postgraduates 2017;30(5):464-469
Objective The inhibitor of differentiation 3 (Id3) is an important transcriptional regulation factor, which participates in tumorigenesis, cell proliferation, and cell apoptosis.β-catenin, as a central molecule of the Wnt signaling pathway, is critical for tumor development.This study aimed to evaluate the expressions of these two molecules and the regulatory effect of Id3 on β-catenin in different tumor cells.Methods Total RNA was extracted using the Trizol Reagent.The relative mRNA expression levels of Id3 and β-catenin in tumor cells were detected by quantitative real-timePCR(qRT-PCR).The recombinant eukaryotic expression vector pEGFP/Id3 with the human Id3 gene was transfected into A549, A549/ DDP and SW-480 cells using the non-liposome-mediated method.The protein expressions of Id3 and β-catenin were determined by Western blot.Results The expression of Id3 was significantly lower in the colorectal cancer cell lines SW-480 and HT-29 than in A549 and other tumor cells (P<0.05), but remarkably higher in nasopharyngeal carcinoma CNE and 5-8F cells than in other tumor cells (P<0.05).The expression of β-catenin was the highest in SW-480in comparison withother malignant tumor cells(P<0.05), and the second highest was in gastric cancer AGS and colorectal cancer HT-29 cell lines, but low in H446, A549, SPC-A-1, A549/DDP, and SK-MES-1 cell lines and extremely low or almost absent in CNE and 5-8F cells (P<0.05).After transfected with pEGFP/Id3, the cells showed a decreased volume, wrinkled membrane and absent refraction under the fluorescence microscope, which, however, were not observed in most of the cells transfected with the empty vector pEGFP.Compared with the control, the Id3/pEGFP group showed remarkably increased expressions of Id3 mRNA in the A549, A549/DDI, and SW-480 cells (1.24±0.12 vs 193.12±2.80, 1.09±0.11 vs 188.30±2.60, and 0.92±0.29 vs 19.08±0.59, P<0.01), and the expression of β-catenin was significantly down-regulated in the transfected SW-480 cells with an overexpression of Id3 (0.98±0.05 vs 0.32±0.03, P<0.01), but exhibited no statistically significant differences from those in the transfected A549 and A549/DDP cells (0.98±0.07 vs 1.04±0.08 and 0.98±0.05 vs 0.32±0.03, P>0.05).Western blot showed the same results.Conclusion The expression levels of Id3 and β-catenin vary in different tumor cell lines.Anabnormally high level of β-catenin is an important risk factor for colorectal cancer, and the down-regulatedexpression of β-catenin after eogenous transfection of Id3 may provide some new ideas for target gene therapies of colorectal cancer.
10.Differentially expressed proteins in serum immune complexes of rheumatoid arthritis: Analysis by mass spectrometry
Xiaolong GUAN ; Haiyong WANG ; Ying ZHOU ; Yuzhong XU ; Ang LI ; Shusheng SONG ; Xiaojun LI ; Wei YU
Journal of Medical Postgraduates 2017;30(5):495-501
Objective Rheumatoid arthritis (RA) is a typical type Ⅲ hypersensitivity with a large number of immune complexes (IC) and complement deposits in the synovial tissue , but its specific pathogenesis is not yet clear.This article was to explore the expression of the antigenic profile of serum ICs in RA.Methods ICs were isolated from the serum of 55 patients with RA (41 cases of anti-CCP antibody [+] and 14 cases of anti-CCP antibody [-]), 41 with systemic lupus erythematosus (SLE), and another 41 healthy controls by polyethylene glycol (PEG) precipitation, separated by immunoprecipitation, digested with trypsin in gel, and then subjected to mass spectrometry for identification.The levels of total proteins were compared among different groups using Vennny 2.1.0.The protein expression was considered to be up-regulated when the total protein level of the RA group was >2 times and down-regulated when it was <0.5 times that of the control.Further functional analysis was performed on the differential proteins in RA using the STRING software.Results Totally, 277 proteins were identified in the serum ICs of the RA patients, including 162 in the anti-CCP (+) and 248 in the anti-CCP (-) RA group.Compared with the SLE and healthy control groups, only 129 proteins were found in the RA patients, including 38 in the anti-CCP (+), 109 in the anti-CCP (-) RA group, and 18 in both the two groups.Among the proteins identified in the RA patients and healthy controls, 2 and 11 were up-regulated while 17 and 21 down-regulated in the anti-CCP (+) and anti-CCP (-) RA group, respectively.Conclusion More differentially expressed proteins were identified in the anti-CCP (-) than in the anti-CCP (+) RA patients.The identification of differentially expressed proteins provides a new idea and direction for the investigation of the pathogenesis and new biomarkers of RA.


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