1.Deploying artificial intelligence in the detection of adult appendicular and pelvic fractures in the Singapore emergency department after hours: efficacy, cost savings and non-monetary benefits.
John Jian Xian QUEK ; Oliver James NICKALLS ; Bak Siew Steven WONG ; Min On TAN
Singapore medical journal 2025;66(4):202-207
INTRODUCTION:
Radiology plays an integral role in fracture detection in the emergency department (ED). After hours, when there are fewer reporting radiologists, most radiographs are interpreted by ED physicians. A minority of these interpretations may miss diagnoses, which later require the callback of patients for further management. Artificial intelligence (AI) has been viewed as a potential solution to augment the shortage of radiologists after hours. We explored the efficacy of an AI solution in the detection of appendicular and pelvic fractures for adult radiographs performed after hours at a general hospital ED in Singapore, and estimated the potential monetary and non-monetary benefits.
METHODS:
One hundred and fifty anonymised abnormal radiographs were retrospectively collected and fed through an AI fracture detection solution. The radiographs were re-read by two radiologist reviewers and their consensus was established as the reference standard. Cases were stratified based on the concordance between the AI solution and the reviewers' findings. Discordant cases were further analysed based on the nature of the discrepancy into overcall and undercall subgroups. Statistical analysis was performed to evaluate the accuracy, sensitivity and inter-rater reliability of the AI solution.
RESULTS:
Ninety-two examinations were included in the final study radiograph set. The AI solution had a sensitivity of 98.9%, an accuracy of 85.9% and an almost perfect agreement with the reference standard.
CONCLUSION
An AI fracture detection solution has similar sensitivity to human radiologists in the detection of fractures on ED appendicular and pelvic radiographs. Its implementation offers significant potential measurable cost, manpower and time savings.
Humans
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Singapore
;
Emergency Service, Hospital
;
Fractures, Bone/diagnostic imaging*
;
Artificial Intelligence
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Retrospective Studies
;
Adult
;
Male
;
Female
;
Cost Savings
;
Middle Aged
;
Pelvic Bones/diagnostic imaging*
;
Reproducibility of Results
;
Aged
;
Sensitivity and Specificity
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Radiography
2.Effectiveness of Lianhua Qingwen Granule and Jingyin Gubiao Prescription in Omicron BA.2 Infection and Hospitalization: A Real-World Study of 56,244 Cases in Shanghai, China.
Yu-Jie ZHANG ; Guo-Jian LIU ; Han ZHANG ; Chen LIU ; Zhi-Qiang CHEN ; Ji-Shu XIAN ; Da-Li SONG ; Zhi LIU ; Xue YANG ; Ju WANG ; Zhe ZHANG ; Lu-Ying ZHANG ; Hua FENG ; Yan-Qi ZHANG ; Liang TAN
Chinese journal of integrative medicine 2025;31(1):11-18
OBJECTIVE:
To examine the effectiveness of Chinese medicine (CM) Lianhua Qingwen Granule (LHQW) and Jingyin Gubiao Prescription (JYGB) in asymptomatic or mild patients with Omicron infection in the shelter hospital.
METHODS:
This single-center retrospective cohort study was conducted in the largest shelter hospital in Shanghai, China, from April 10, 2022 to May 30, 2022. A total of 56,244 asymptomatic and mild Omicron cases were included and divided into 4 groups, i.e., non-administration group (23,702 cases), LHQW group (11,576 cases), JYGB group (12,112 cases), and dual combination of LHQW and JYGB group (8,854 cases). The length of stay (LOS) in the hospital was used to assess the effectiveness of LHQW and JYGB treatment on Omicron infection.
RESULTS:
Patients aged 41-60 years, with nadir threshold cycle (CT) value of N gene <25, or those fully vaccinated preferred to receive CM therapy. Before or after propensity score matching (PSM), the multiple linear regression showed that LHQW and JYGB treatment were independent influence factors of LOS (both P<0.001). After PSM, there were significant differences in LOS between the LHQW/JYGB combination and the other groups (P<0.01). The results of factorial design ANOVA proved that the LHQW/JYGB combination therapy synergistically shortened LOS (P=0.032).
CONCLUSIONS
Patients with a nadir CT value <25 were more likely to accept CM. The LHQW/JYGB combination therapy could shorten the LOS of Omicron-infected individuals in an isolated environment.
Humans
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Drugs, Chinese Herbal/therapeutic use*
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Male
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Female
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Middle Aged
;
Adult
;
China/epidemiology*
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Hospitalization
;
COVID-19 Drug Treatment
;
COVID-19/epidemiology*
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SARS-CoV-2
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Retrospective Studies
;
Treatment Outcome
;
Length of Stay
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Young Adult
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Aged
3.Pathogenicity and Transcriptomic Profiling Revealed Activation of Apoptosis and Pyroptosis in Brain of Mice Infected with the Beta Variant of SARS-CoV-2.
Han LI ; Bao Ying HUANG ; Gao Qian ZHANG ; Fei YE ; Li ZHAO ; Wei Bang HUO ; Zhong Xian ZHANG ; Wen WANG ; Wen Ling WANG ; Xiao Ling SHEN ; Chang Cheng WU ; Wen Jie TAN
Biomedical and Environmental Sciences 2025;38(9):1082-1094
OBJECTIVE:
Patients with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection frequently develop central nervous system damage, yet the mechanisms driving this pathology remain unclear. This study investigated the primary pathways and key factors underlying brain tissue damage induced by the SARS-CoV-2 beta variant (lineage B.1.351).
METHODS:
K18-hACE2 and C57BL/6 mice were intranasally infected with the SARS-CoV-2 beta variant. Viral replication, pathological phenotypes, and brain transcriptomes were analyzed. Gene Ontology (GO) analysis was performed to identify altered pathways. Expression changes of host genes were verified using reverse transcription-quantitative polymerase chain reaction and Western blot.
RESULTS:
Pathological alterations were observed in the lungs of both mouse strains. However, only K18-hACE2 mice exhibited elevated viral RNA loads and infectious titers in the brain at 3 days post-infection, accompanied by neuropathological injury and weight loss. GO analysis of infected K18-hACE2 brain tissue revealed significant dysregulation of genes associated with innate immunity and antiviral defense responses, including type I interferons, pro-inflammatory cytokines, Toll-like receptor signaling components, and interferon-stimulated genes. Neuroinflammation was evident, alongside activation of apoptotic and pyroptotic pathways. Furthermore, altered neural cell marker expression suggested viral-induced neuroglial activation, resulting in caspase 4 and lipocalin 2 release and disruption of neuronal molecular networks.
CONCLUSION
These findings elucidate mechanisms of neuropathogenicity associated with the SARS-CoV-2 beta variant and highlight therapeutic targets to mitigate COVID-19-related neurological dysfunction.
Animals
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COVID-19/genetics*
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Mice
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Brain/metabolism*
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Apoptosis
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Mice, Inbred C57BL
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SARS-CoV-2/physiology*
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Pyroptosis
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Gene Expression Profiling
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Transcriptome
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Male
;
Female
4.Clinical trial of brexpiprazole in the treatment of adults with acute schizophrenia
Shu-Zhe ZHOU ; Liang LI ; Dong YANG ; Jin-Guo ZHAI ; Tao JIANG ; Yu-Zhong SHI ; Bin WU ; Xiang-Ping WU ; Ke-Qing LI ; Tie-Bang LIU ; Jie LI ; Shi-You TANG ; Li-Li WANG ; Xue-Yi WANG ; Yun-Long TAN ; Qi LIU ; Uki MOTOMICHI ; Ming-Ji XIAN ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(5):654-658
Objective To evaluate the efficacy and safety of brexpiprazole in treating acute schizophrenia.Methods Patients with schizophrenia were randomly divided into treatment group and control group.The treatment group was given brexpiprozole 2-4 mg·d-1 orally and the control group was given aripiprazole 10-20 mg·d-1orally,both were treated for 6 weeks.Clinical efficacy of the two groups,the response rate at endpoint,the changes from baseline to endpoint of Positive and Negative Syndrome Scale(PANSS),Clinical Global Impression-Improvement(CGI-S),Personal and Social Performance scale(PSP),PANSS Positive syndrome subscale,PANSS negative syndrome subscale were compared.The incidence of treatment-related adverse events in two groups were compared.Results There were 184 patients in treatment group and 186 patients in control group.After treatment,the response rates of treatment group and control group were 79.50%(140 cases/184 cases)and 82.40%(150 cases/186 cases),the scores of CGI-I of treatment group and control group were(2.00±1.20)and(1.90±1.01),with no significant difference(all P>0.05).From baseline to Week 6,the mean change of PANSS total score wese(-30.70±16.96)points in treatment group and(-32.20±17.00)points in control group,with no significant difference(P>0.05).The changes of CGI-S scores in treatment group and control group were(-2.00±1.27)and(-1.90±1.22)points,PSP scores were(18.80±14.77)and(19.20±14.55)points,PANSS positive syndrome scores were(-10.30±5.93)and(-10.80±5.81)points,PANSS negative syndrome scores were(-6.80±5.98)and(-7.30±5.15)points,with no significant difference(P>0.05).There was no significant difference in the incidence of treatment-related adverse events between the two group(69.00%vs.64.50%,P>0.05).Conclusion The non-inferiority of Brexpiprazole to aripiprazole was established,with comparable efficacy and acceptability.
5.Mendelian randomization analysis of the causal relationship between asthma, allergic rhinitis, and chronic sinusitis
Honghui LIU ; Xian JIANG ; Guohao DENG ; Yanhong MA ; Guolin TAN
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2024;59(8):820-827
Objective:To explore the causal relationship between asthma, allergic rhinitis (AR), and chronic sinusitis (CRS), using two sample Mendelian randomization (MR) analysis, thereby providing foundational evidences for the pathogenesis and treatment of CRS.Methods:The genetic variations in AR and asthma were used as instrumental variables, with genetic data from the Integrated Epidemiology Unit (IEU) Open database. A total of 14 283 asthma and 18 934 AR cases were included, with 98 300 and 64 595 corresponding normal control cases, respectively. For CRS, there were 3 236 CRSwNP and 8 524 CRSsNP, respectively, with 167 849 and 167 849 corresponding normal control cases, respectively. The genetic data were analyzed using the inverse variance weighting method (IVW), MR Egger method, weighted median method, and Cochran′s Q-test.Results:The IVW analysis showed that asthma increased the risk of both CRSwNP ( OR=482.8, 95% CI: 57.18-4 077.78, P<0.001) and CRSsNP ( OR=25.73, 95% CI: 9.79-67.56, P<0.001); AR significantly increased the risk of CRSsNP ( OR=5.40, 95% CI: 1.68-17.26, P=0.004), but not CRSwNP ( OR=7.38, 95% CI: 0.80-67.73, P=0.077). Conversely, neither CRSwNP nor CRSsNP increased the risk of asthma or AR. Conclusion:According to Mendelian genetic laws, asthma is a risk factor for CRSwNP and CRSsNP, while AR is a risk factor for CRSsNP.
6.Effects of erector spinae plane block and serratus anterior plane block on postoperative analgesia and recovery in patients with thoracic surgery:a meta analysis
Xian XIAN ; Cheng TAN ; Hang ZHOU ; Hao YAO
Chongqing Medicine 2024;53(9):1371-1377
Objective To compare the effects of erector spinae plane block (ESPB) and serratus anteri-or plane block (SAPB) on postoperative analgesia and recovery time in the patients with thoracic surgery by the meta analysis.Methods The databases of Pubmed,Embase,Cochrane Library,Web of Science,CNKI, Wanfang and VIP were systematically retrieved by computer.The studies on the effect of ESPB and SAPB for postoperative analgesia in the patients with thoracic surgery published from January 1,2013 to now were col-lected.The RevMan5.4 software was used to conduct the summary analysis.Results A total of 13 random-ized controlled trials (RCT) involving 929 patients were included,including 464 cases in the ESPB group and 465 cases in the SAPB group.There was no statistically significant difference in the VAS pain scores at rest at postoperative 1,2,6,8,12,24,48 h and during activity at postoperative 2,4,8,12 h between the two groups (P>0.05).The rest VAS score at postoperative 4 h had statistical difference between the ESPB group and SAPB group (MD=-0.15,95%CI:-0.24 to -0.06,P<0.01).The activity VAS scores at postoperative 24 h had statistical difference between the ESPB group and SAPB group(MD=0.74,95%CI:0.01-1.48, P=0.05).There was statistically significant difference in the effective pressing times of analgesic pump at postoperative 48 h between the two groups (MD=-0.19,95%CI:-0.36-0.02,P=0.03).There was no statistically significant difference in the use amount of opioids drugs at postoperative 48 h between the two groups (MD=-5.32,95%CI:-11.76-1.13,P=0.11).There was no statistically significant difference in the incidence rates of postoperative analgesia-related adverse events,nausea and vomiting and skin pruritus between the two groups (MD=1.07,95%CI:0.85-1.34,P=0.58;MD=0.86,95%CI:0.53-1.40,P=0.56).The first time out of bed after surgery (MD=-0.01,95%CI:-0.04-0.05,P=0.81),postoperative eating time (MD=-0.22,95%CI:-0.84-0.40,P=0.49) and postoperative hospitalization stay duration (MD=-0.07,95%CI:-0.64-0.51,P=0.82) had no statistical differences between the two groups.Con-clusion SAPB and ESPB as postoperative analgesic methods all could provide good analgesic effect in the pa-tients with thoracic surgery.ESPB is recommended to use it first for postoperative analgesia in the patients with thoracic surgery
7.Training of Radiology Residents in Singapore
Francis Cho Hao HO ; Cher Heng TAN ; Tze Chwan LIM ; Chow Wei TOO ; Hsien Min LOW ; Charles Xian Yang GOH
Korean Journal of Radiology 2024;25(12):1036-1038
8.Multiplex PCR identification of Zaocys dhumnades formula granules and three common counterfeit products
Ye SONG ; Yuqin LUO ; Guowei LI ; Leyao XIAN ; Siyin TAN ; Yaoyao FAN ; Yijing LUO ; Xiangdong CHEN ; Dongmei SUN
Drug Standards of China 2024;25(4):321-329
Objective:To establish a polymerase chain reaction(PCR)method to accurately discriminate the crude materials and aqueous extract of Zaocys dhumnades,Elaphe carinata,Elaphe meollendorff and Ptyas korros.Methods:Specific primers were designed using mitochondrial Cytb gene(CO1)as a target gene,and annealing temperature,number of cycles and the type of DNA polymerases were optimized.The mixed samples were detected by this method.Results:By this multiplex allele-specific PCR identification method,135,182,246 and 197 bp of specific fragments were amplified from DNA templates of Zaocys dhumnades,Elaphe carinata,Elaphe meollendorffi and Ptyas korros,respectively,following the conditions:cycle number of 35,annealing temperature of 62 ℃.The adulterants and the blank control showed no bands.The method could simultaneously and accurately identify the snake-derived components in the mixed samples.Conclusion:The method can be used to identify the samples of Zaocys dhumnades,Elaphe carinata,Elaphe meollendorffi and Ptyas korros simultaneously,accurately and rapidly,and is suitable for the identification of standard decoctiond and formula granules samples.
9.Feasibility study of three-dimensional nnU-Net deep learning network for automatic segmentation of colorectal cancer based on abdominal CT images
Kaiyi ZHENG ; Hao WU ; Wenjing YUAN ; Ziqi JIA ; Xiangliang TAN ; Xiaohui DUAN ; Zhibo WEN ; Xian LIU ; Weicui CHEN
Chinese Journal of Radiology 2024;58(8):829-835
Objective:To investigate the feasibility of a three-dimensional no new U-Net (3D nnU-Net) deep learning (DL) network for the automatic segmentation of colorectal cancer (CRC) based on abdominal CT images.Methods:This was a cross-sectional study. From January 2018 to May 2023, a total of 2180 primary CRC patients, confirmed by pathology at the Guangdong Provincial Hospital of Traditional Chinese Medicine (center 1, n=777), Nanfang Hospital, Southern Medical University (center 2, n=732), and Sun Yat-sen Memorial Hospital (center 3, n=671), were enrolled in this retrospective study. The baseline abdominal CT examination of each patient was conducted using CT equipment from 7 different models across 4 vendors, at the 3 centers, encompassing both the arterial phase (AP) and venous phase (VP). Two radiologists manually delineated the volume of interest to circumscribe the entire tumors in dual-enhanced phase CT images. The CT data of CRC patients from center 1 and center 3 were merged and divided into a training set ( n=1 159) and a validation set ( n=289) using a weighted random method with a ratio of 4∶1. The patients from center 2 were used as an independent external test set ( n=732). The 3D nnU-Net segmentation model was trained and tested. Using manually annotated label data as the benchmark, segmentation performance of the model was evaluated based on different phases and tumor locations. The segmentation coverage rate (SCR), Dice similarity coefficient (DSC), recall (REC), precision (PRE), F1-score, and 95% Hausdorff distance (HD 95) were calculated. The mean manual segmentation time and the mean automatic time were compared using independent samples t-test. Results:In the independent external test set, the performance of the 3D nnU-Net model based on the AP CT images was superior to that based on the VP CT images. On the AP images, the SCR, DSC, REC, PRE, F1-score, and HD 95 were 0.865, 0.714, 0.716, 0.736, 0.714, and 27.228, respectively; on the VP images, they were 0.834, 0.679, 0.710, 0.675, 0.679, and 29.358, respectively. The model achieved the best performance on right-sided colon cancer, with SCR, DSC, REC, PRE, F1-score, and HD95 on the AP CT images at 0.901, 0.775, 0.780, 0.787, 0.775, and 21.793, respectively. Next were left-sided colon cancer and rectal cancer, while the segmentation performance for transverse colon cancer was the worst (SCR, DSC, REC, PRE, F1-score, and HD 95 were 0.731, 0.631, 0.641, 0.630, 0.631 and 38.721, respectively). The automatic segmentation time on a single phase was (1.0±0.3) min, while the manual segmentation time was (17.5±6.0) min ( t=128.24, P<0.001). Conclusions:After training and validating on a dataset from multiple centers with various CT scanner vendors, the 3D nnU-Net DL model demonstrates the capability to automatically segment CRC based on abdominal CT images, while also showcasing commendable robustness and generalization ability.
10.Comparison of analgesic effects of fascia iliaca compartment block with different concentrations of liposomal bupivacaine for total hip replacement in elderly patients
Zhun ZHOU ; Ren SUN ; Zheng NIU ; Jie XIE ; Xian DU ; Helian TAN ; Zhenhua XU
Chinese Journal of Anesthesiology 2024;44(7):811-815
Objective:To compare the analgesic effects of fascia iliaca compartment block with different concentrations of liposomal bupivacaine for total hip replacement in elderly patients.Methods:This was a prospective study. Sixty-four elderly patients of either sex with hip fracture, aged 65-85 yr, with body mass index of 20-30 kg/m 2 and American Society of Anesthesiologists Physical Status classification Ⅰ-Ⅲ, undergoing elective total hip arthroplasty from September to December 2023 in Zhangjiagang Hospital affiliated to Soochow University, were divided into LB1, LB2, LB3 and LB4 groups ( n=16 each) using the random number table method. The fascia iliaca compartment block was performed under ultrasound guidance before anesthesia induction. Liposomal bupivacaine 66.5, 133.0, 199.5 and 266.0 mg diluted to 30 ml in normal saline were given in LB1, LB2, LB3 and LB4 groups, respectively. The consumption of intraoperative sufentanil and remifentanil and tracheal extubation time were recorded. The pain numeric rating scale (NRS) scores at rest and during activity were recorded at 4, 8, 12, 24 and 48 h postoperatively. Parecoxib sodium was intravenously injected when the NRS score≥4, and the use of parecoxib sodium was recorded. The effect of motor nerve block in the affected lower extremity was evaluated using the modified Bromage scale score at 4, 8, 12, 24 and 48 h postoperatively. The first ambulation time and duration of hospitalization were recorded. The scores for patients′ satisfaction with analgesic effects at 48 h after operation and the occurrence of adverse reactions within 48 h after operation were recorded. Results:Compared with LB1 group, the consumption of intraoperative sufentanil and remifentanil was significantly reduced, the tracheal extubation time was shortened, NRS scores at rest at 12, 24 and 48 h after operation and NRS scores during activity at 8, 12, 24 and 48 h after operation were significantly decreased, and the scores for patients′ satisfaction with analgesic effects were increased in LB2, LB3 and LB4 groups, the modified Bromage scale scores were significantly increased at 4 and 8 h after operation, and the first ambulation time and duration of hospitalization were shortened in LB2 group, and the modified Bromage scale scores were significantly increased at 4, 8, 12, 24 and 48 h after operation in LB3 and LB4 groups ( P<0.05). Compared with LB2 group, the modified Bromage scale scores were significantly increased at 12, 24 and 48 h after operation, and the first ambulation time and duration of hospitalization were prolonged in LB3 and LB4 groups ( P<0.05). There was no significant difference in the incidence of postoperative adverse reactions among the four groups ( P>0.05). Conclusions:The optimal concentration of liposomal bupivacaine for fascia iliaca compartment block is 133 mg/30 ml when used for analgesia in elderly patients undergoing total hip replacement.

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