1.Construction and Practice of AI-Based Triadic Interactive Teaching Model for Surgical Animal Surgery
Kaikai MAO ; Xiu LI ; Chen ZHOU ; Jianfeng SANG ; Meng WANG ; Guang ZHANG ; Xiaozhi ZHAO
Laboratory Animal and Comparative Medicine 2026;46(2):288-296
ObjectiveIn the context of the digital transformation of education, this study aims to construct a triadic interactive teaching model for surgical animal surgery in clinical medicine using modern information technology. It explores the effectiveness of different teaching methods in improving students' practical skills, aseptic awareness, and teamwork abilities, providing a reference for the reform of clinical practice education. MethodsA quasi-experimental research design was adopted. A total of 80 students from the eight-year clinical medicine program at Nanjing University were selected, including the Class of 2020 (control group, n=40) and the Class of 2021 (experimental group, n=40). The control group received traditional teaching methods, while the experimental group implemented the "Teacher-Student-AI" triadic interactive teaching model. This model utilized a smart teaching platform for personalized pre-class preparation , as well as data-driven post-class review and feedback throughout the entire teaching process. The "assessment indicators and scoring criteria for the surgical animal surgery course" were used to evaluate teaching effectiveness, with independent samples t-tests used for statistical analysis. ResultsPre-course assessments revealed no statistically significant differences in baseline theoretical knowledge or practical skills between the two groups (P>0.05). Upon completion of the course, the experimental group achieved higher scores than the control group across three key dimensions: practical skills (47.98±1.34 vs 46.92±2.51, P=0.022), aseptic awareness (17.84±1.16 vs 16.94±2.29, P=0.029), and teamwork (16.82±1.44 vs 15.95±1.22, P=0.004). However, no statistically significant difference was observed in the scores for humane care awareness between the two groups (8.24±0.70 vs 8.16±0.53, P=0.589). ConclusionThe AI-based triadic interactive teaching model can, to some extent, address the limitations of traditional surgical animal surgery education. It plays a positive role in enhancing medical students' surgical skills, aseptic awareness, and collaborative abilities. This model facilitates the transition from traditional to personalized teaching and offers a practical framework for the digital reform of clinical practice education.
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.Risk factors for Crohn's disease-like pouch in ulcerative colitis patients with ileal pouch-anal anastomosis
Yinan YAN ; Juan WEI ; Zhao YANG ; Ya YANG ; Hui TAO ; Liuying LI ; Hongqin WANG ; Yuanyi ZHAO ; Feng ZHU ; Ji XUAN ; Jianfeng GONG ; Fangyu WANG
Chinese Journal of Inflammatory Bowel Diseases 2025;09(3):211-217
Objective:To explore the incidence of Crohn's disease-like pouch (CDP) after ileal pouch-anal anastomosis (IPAA) and analyze the clinical characteristics and risk factors in ulcerative colitis (UC) patients.Methods:A retrospective cohort study was conducted. One hundred and eighty-two UC patients undergoing IPAA at Jinling Hospital affiliated to Nanjing University from November 2003 to November 2024 were enrolled. Patients were categorized into CDP and non-CDP groups. Clinical features and prognosis were compared, and multivariate Cox regression was performed to identify risk factors for CDP.Results:A total of 182 UC patients were included, with a median follow-up time of 45.00 (30.00, 75.25) months. The patients were divided into two groups based on the diagnosis of CDP, with 23 patients (12.64%) in the CDP group and 159 patients (87.30%) in the non-CDP group. Compared to the non-CDP group, patients in the CDP group had a lower body mass index (BMI) ( Z=-2.87, P=0.004), and were more likely to develop early postoperative pouchitis (χ 2=4.50, P=0.034). The median time from ileostomy closure to the development of CDP was 12 .00 (6.00, 28.00) months. Cox regression analysis showed that a preoperative BMI<18.5 kg/m 2 ( HR=2.84, 95% CI: 1.24~6.49, P=0.013) and early postoperative pouchitis ( HR=3.11, 95% CI: 1.22~7.93, P=0.018) were associated with an increased risk of CDP. Conclusions:Preoperative low BMI and pouchitis occurring within 3 months postoperatively are significant risk factors for CDP. Close monitoring and early intervention are recommended for high-risk patients.
4.Effectiveness analysis of tibial nerve transection with epineurial suture and division of common plantar digital nerve branches in treatment of congenital macrodactyly in children.
Dongmei LI ; Guanglei TIAN ; Jianfeng LI ; Min ZHAO ; Liang ZHAO ; Jingda LIU ; Hailei LI
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(12):1562-1567
OBJECTIVE:
To evaluate the effectiveness of tibial nerve transection with epineurial suture and division of the common plantar digital nerve branches in the treatment of congenital macrodactyly in children.
METHODS:
A retrospective analysis was conducted on clinical data from 9 children with congenital macrodactyly who met the selection criteria and were admitted between January 2018 and December 2024. The cohort included 4 boys and 5 girls, aged 1-6 years (median, 3 years). Syndactyly of the second and third toes was present in 2 patients. Hypertrophy distribution was as follows: 1 case of single-ray involvement, 4 of double-ray, 1 of triple-ray, 1 of quadruple-ray, and 2 of quintuple-ray. Preoperatively, 7 cases exhibited limitations in both active and passive flexion and extension of the affected toes; in 2 cases, active movement was restricted while passive motion remained intact. All 9 children were unable to wear standard-sized footwear for the unaffected foot. Six presented with a limp, and 3 had difficulty walking. All 9 cases were moderate to severe progressive macrodactyly, and the growth rate of the affected foot was significantly faster than that of the healthy side. Six cases had undergone prior surgical interventions at other institutions, but disease progression continued postoperatively. All 9 patients underwent tibial nerve transection with epineurial suture and selective division of the common plantar digital nerve branches. At last follow-up, the foot growth rate was calculated (compared with that immediately after operation), and the changes of plantar pain sensation in the affected foot were detected before operation, immediately after operation, and at last follow-up, and the surgical efficacy was evaluated based on improvements in shoe fit and gait function.
RESULTS:
All 9 children were followed up 6-36 months, with an average of 18 months. All the incisions healed by first intention, and no infection or plantar ulceration occurred. At last follow-up, the growth rate of the affected foot was 0.10 (0.04, 0.14) cm/month, which was significantly slower than that of the healthy foot [0.14 (0.08, 0.18) cm/month] ( Z=3.951, P<0.001). Preoperatively, plantar pain sensation was absent in all cases; it was restored immediately after operation. At last follow-up, 6 patients had absent pain sensation, 2 had partial preservation (involving certain toes and central plantar regions), and 1 patient (with 3-year follow-up) exhibited regained sensation in multiple plantar areas. Gait improved in most cases, in which 8 children achieved normal ambulation, while 1 continued to limp due to leg-length discrepancy. Surgical efficacy were rated as excellent in 1 case, good in 7, and fair in 1.
CONCLUSION
Tibial nerve transection with epineurial suture combined with selective division of the common plantar digital nerve branches effectively reduces the growth rate of congenital macrodactyly in children, has minimal impact on plantar sensory function, and does not result in plantar ulcers or impaired ambulation.
Humans
;
Male
;
Female
;
Child, Preschool
;
Child
;
Retrospective Studies
;
Infant
;
Tibial Nerve/surgery*
;
Toes/surgery*
;
Treatment Outcome
;
Suture Techniques
;
Fingers/surgery*
;
Foot/innervation*
;
Limb Deformities, Congenital
5.ApoAⅠ and AIBP inhibit P2X7R-mediated pyroptosis in macrophages through ABCA1
Mengjiao CHEN ; Zhenwang ZHAO ; Siqi WANG ; Jianfeng WU ; Dan LIU ; Jin ZOU ; Min ZHANG
Chinese Journal of Arteriosclerosis 2025;33(5):402-411
Aim To explore the effects of apolipoprotein A Ⅰ(ApoA Ⅰ)and apolipoprotein A Ⅰ binding protein(AIBP)on THP-1-derived macrophage pyroptosis.Methods The lactate dehydrogenase(LDH)detection kit was used to evaluate cell membrane integrity,Hoechst33342/PI staining was used to observe cell membrane permeability,ELISA was used to detect the levels of inflammatory factors such as interleukin-1 β(IL-1β)and interleukin-18(IL-18),Western blot was used to detect the expression of pyroptosis-related protein nucleotide-binding domain leucine-rich repeat and pyrin domain-containing receptor 3(NLRP3),gasdermin D(GSDMD),cleaved Caspase-1,IL-1β and IL-18.Results Oxidized low density lipoprotein(ox-LDL)upregulated the expression of NLRP3,GSDMD-N,cleaved Caspase-1,IL-1β and IL-18 in THP-1-derived macrophages in a concentration-dependent manner,and promoted the release of IL-1β,IL-18 and LDH(P<0.05 or P<0.01),indicating that ox-LDL induced pyroptosis in THP-1-derived macrophages in a concentration-dependent manner.Co-treatment of macrophages with ApoA Ⅰ and AIBP significantly downregulated the ex-pression of NLRP3,GSDMD-N,cleaved Caspase-1,IL-1β and IL-18,reduced the release of IL-1 β,IL-18 and LDH,and inhibited ox-LDL induced pyroptosis(P<0.05 or P<0.01).After ATP-binding cassette transporter A1(ABCA1)siRNA transfection,co-treatment with ApoA Ⅰ and AIBP had no significant effect on the expression of pyroptosis-related proteins and secretion of inflammatory factors(P>0.05).Co-treatment of macrophages with ApoA Ⅰ and AIBP significantly re-duced the expression of purinergic 2X7R receptor(P2X7R)on the cell membrane,inhibited P2X7R mediated protein ki-nase R(PKR)phosphorylation and NLRP3 inflammasome assembly(P<0.05 or P<0.01).After P2X7R siRNA trans-fection,co-treatment with ApoA Ⅰ and AIBP had no significant effect on the expression of pyroptosis-related proteins and secretion of inflammatory factors(P>0.05).Conclusion ApoA Ⅰ and AIBP reduce the expression of P2X7R on the cell membrane through ABCA1,inhibiting P2X7R/PKR/NLRP3 mediated macrophage pyroptosis.
6.Artificial intelligence guided Raman spectroscopy in biomedicine: Applications and prospects.
Yuan LIU ; Sitong CHEN ; Xiaomin XIONG ; Zhenguo WEN ; Long ZHAO ; Bo XU ; Qianjin GUO ; Jianye XIA ; Jianfeng PEI
Journal of Pharmaceutical Analysis 2025;15(11):101271-101271
Due to its high sensitivity and non-destructive nature, Raman spectroscopy has become an essential analytical tool in biopharmaceutical analysis and drug development. Despite of the computational demands, data requirements, or ethical considerations, artificial intelligence (AI) and particularly deep learning algorithms has further advanced Raman spectroscopy by enhancing data processing, feature extraction, and model optimization, which not only improves the accuracy and efficiency of Raman spectroscopy detection, but also greatly expands its range of application. AI-guided Raman spectroscopy has numerous applications in biomedicine, including characterizing drug structures, analyzing drug forms, controlling drug quality, identifying components, and studying drug-biomolecule interactions. AI-guided Raman spectroscopy has also revolutionized biomedical research and clinical diagnostics, particularly in disease early diagnosis and treatment optimization. Therefore, AI methods are crucial to advancing Raman spectroscopy in biopharmaceutical research and clinical diagnostics, offering new perspectives and tools for disease treatment and pharmaceutical process control. In summary, integrating AI and Raman spectroscopy in biomedicine has significantly improved analytical capabilities, offering innovative approaches for research and clinical applications.
7.Predictive Performance of Routine Blood Test Parameters for the Severity of Brain Damage in Patients With Acute Cerebral Hemorrhage in High-Altitude Regions
Jianfeng MA ; Biao LIU ; RENQINGLAMU ; Rongrong LI ; Weifeng ZHENG ; Yuhua ZHAO ; Hai XIONG
Journal of Sichuan University (Medical Sciences) 2025;56(5):1320-1325
Objective To investigate the predictive value of changes in various indicators of routine blood tests for the severity of brain damage in patients with acute cerebral hemorrhage(ACH)in high-altitude regions.Methods A retrospective analysis was conducted using data from 249 inpatients diagnosed with ACH at a hospital in Xizang.Patient data,including demographic information and results of routine blood tests,were collected.Based on their Glasgow Coma Scale(GCS)scores,the patients were divided into 2 groups,a mild brain damage group(GCS≥13 points)and a moderate-to-severe brain damage group(GCS≤12 points).Demographic information and laboratory test results were compared between the two groups.Binary logistic regression analysis was performed to examine the relationship between indicators of routine blood tests and the severity of brain damage,and key indicators were identified.The receiver operating characteristic(ROC)curve analysis was used to evaluate the predictive performance of key indicators in various combinations for the severity of brain injury in ACH patients.Results The moderate-to-severe group had a higher proportion of high-altitude residents,as well as elevated levels of white blood cells(WBC),neutrophils(N),neutrophil-to-lymphocyte ratio(NLR),systemic inflammatory index(SII),neutrophil-to-platelet ratio(NPR),and C-reactive protein(CRP)-to-lymphocyte ratio(CLR),compared to the mild group.On the other hand,the levels of lymphocytes(L),platelets(PLT),and platelet-to-albumin ratio(PAR)in the moderate-to-severe group were lower than those in the mild group.Binary logistic regression analysis showed that WBC(OR=1.221,95%CI:1.127-1.322),CRP(OR=1.019,95%CI:1.004-1.033),CRP-to-albumin ratio(CAR)(OR=1.845,95%CI:1.137-2.996),and CLR(OR=1.018,95%CI:1.005-1.030)were positively associated with moderate-to-severe brain damage,and that their elevated levels were associated with an increase in risk by the corresponding folds.PAR(OR=0.845,95%CI:0.721-0.990)was negatively correlated with moderate-to-severe brain damage,with an increase resulting in a reduction of risk by 0.845 times.ROC curve analysis showed that,in the mild group,the combined AUC for WBC+CRP was 0.689(optimal cutoff value 0.19,specificity 0.776,95%CI:0.624-0.755);the PAR+CAR+CLR combination(CAR was not significant,P>0.05)had an AUC of 0.675(optimal cutoff value 0.19,specificity 0.760,95%CI:0.609-0.741);the key indicator combination of WBC+PAR+CLR(CRP was not significant,P>0.05)demonstrating the strong predictive performance moderate-to-severe brain damage,yielding an AUC of 0.737(optimal cutoff value 0.08,specificity 0.624,95%CI:0.676-0.798).Conclusion The indicator combinations of WBC+CRP,PAR+CLR,and WBC+PAR+CLR exhibit significant value for predicting the severity of brain injury in ACH patients and may serve as potential predictive tools for the severity of brain damage in patients with acute cerebral hemorrhage in high-altitude regions.
8.Retrospective analysis of the application of the"triple"transformation treatment regimen in 52 cases advanced liver cancer
Jianfeng DUAN ; Xiaochen LIU ; Xirong ZHAO ; Changhu DUAN ; Fan YANG ; Qingjuan CHEN ; Lin WU ; Lifei ZHAO ; Qiao HE
Journal of Clinical Surgery 2025;33(4):420-423
Objective To retrospective analysis summarized the effectiveness and safety of the"triple"conversion therapy regimen combining immune,targeted and local therapy.Methods From February 2019 to June 2023,52 patients with advanced liver cancer from February 2019 to June 2023 in XI,an Jiao Tong university medicine college affiliated 3201 hospital were admitted and received conversion treatment regimens combining sintilimab with bevacizumab and combined with local treatment,analyzed the surgical resection rate and pathological complete response rate(pCR),complete response rate(CR),partial response rate(PR),progression of disease(PD),stable disease(SD),objective response rate(ORR)and disease control rate(DCR).To evaluated the effect of conversion therapy and adverse reactions.Results 21 cases had recived operative resection in the 52 patients with primary liver cancer receiving sintilimab and bevacizumab.The postoperative resection rate was 40.4%(21/52),pCR 42.9%(9/21).The other 31 cases have complete response 5.8%(3/52),PR 25.0%(13/52),PD 11.5%(6/52),SD 17.3%(9/52).The overall objective response rate(ORR)was71.2%(37/52),and the disease control rate(DCR)was 88.5%(46/52).Adverse reactions manifest as Grade 1-2 skin-related damage primarily affecting the epidermis.Conclusions For patients with potentially resectable primary liver cancer in middle and advanced stage,the"triple"conversion therapy with sintilimab combined with bevacizumab as systematic treatment and combined with local therapy can achieve good conversion treatment effect with controllable safety.
9.Risk factors analysis of non-small cell lung cancer immune checkpoint inhibitor-related pneumonia and the construction and validation of nomogram prediction model
Xinyu MA ; Kaituo ZHANG ; Xin SONG ; Qiaona SU ; Jianfeng ZHANG ; Haifeng ZHAO ; Jinfang ZHAI ; Jianchun DUAN ; Jianxin ZHANG
Cancer Research and Clinic 2025;37(8):584-590
Objective:To analyze risk factors for immune checkpoint inhibitor-related pneumonitis (CIP) in non-small cell lung cancer (NSCLC) patients based on clinical and radiological characteristics, and to develop and validate a nomogram model for predicting the risk of CIP.Methods:A retrospective case-controlled study was conducted. The clinical data of 159 patients diagnosed with NSCLC in Shanxi Province Cancer Hospital between January 2020 and December 2023 who received immune checkpoint inhibitor (ICI) therapy were retrospectively analyzed. Based on the development of CIP after immunotherapy, the patients were divided into the CIP group (30 cases) and the control group (129 cases). The clinical data of NSCLC patients, hematological indicators and the data of imaging characteristics before their first ICI treatment were collected. Quantitative assessments were performed on pretreatment chest CT images, including lung total tumor volume, number of involved lung segments, and pulmonary infection index. Logistic regression analysis was used to screen out the factors influencing the development of CIP. R 4.3.0 statistical software was used to construct a nomogram model for predicting CIP based on the statistically significant risk factors identified in the multivariate logistic regression analysis. The predictive performance of the model was evaluated by using receiver operating characteristic (ROC) curves and the area under the curve (AUC). Calibration curves and decision curve analysis (DCA) were employed to assess the model's consistency and clinical benefit.Results:There were statistically significant differences in the proportions of patients with a history of chest radiotherapy and those receiving different immunotherapy regimens between the control group and the CIP group (both P < 0.001). The difference in the lactate dehydrogenase (LDH) [ M ( IQR)] between the both groups was statistically significant [211.00 U/L (57.00 U/L) vs. 276.00 U/L (136.00 U/L), Z = -3.41, P < 0.001]; additionally, the difference in lung status score between the 2 groups was statistically significant ( P < 0.001). Multivariate logistic regression analysis revealed that a history of chest radiotherapy (with vs. without: OR = 4.200, 95% CI: 1.466-12.036), the combination of immunotherapy (monotherapy vs. the combined therapy: OR = 0.106, 95% CI: 0.022-0.509), LDH ≥ 255.5 U/L (< 255.5 U/L vs. ≥ 255.5 U/L: OR = 0.988, 95% CI: 0.981-0.995), and severe lung status score(mild vs. moderate vs. severe: OR = 0.187, 95% CI: 0.059-0.593) were independent risk factors for CIP development in NSCLC patients after immunotherapy (all P < 0.05). A nomogram model for predicting CIP occurrence was constructed based on chest radiotherapy history, immunotherapy regimen, LDH, and lung status score. ROC curve analysis showed the AUC was 0.878 (95% CI: 0.813-0.942). The calibration curve demonstrated the good consistency between the predicted risk probability of CIP and the observed outcomes; DCA indicated that the model had favorable clinical benefits. Conclusions:The constructed nomogram prediction model shows a good predictive performance.
10.Design and implementation of an outpatient guidance system utilizing internet hospital framework
Junqing LIU ; Shiyun LI ; Henglei DONG ; Yanjie XU ; Ruozhen WANG ; Jingkai ZHAO ; Dan KONG ; Chenkang QI ; Weixi LIU ; Jianfeng LIU
Modern Hospital 2025;25(2):274-277,281
Objective To enhance the patient's medical experience by facilitating real-time reading monitoring of their offline outpatient medical progress,providing a centralized display of the status of various medical processes,and proactively de-livering the essential message notifications to patients at designated intervals.Methods The system was developed by adopting a message reminder functionality and integrating with the display of critical diagnostic and treatment processes(including registra-tion,payment,examination,testing,medication collection,and evaluation)so as to ensure that patients receive timely informa-tion that guides their subsequent actions.Results Following the developement and implementation of the system,empirical evi-dence demonstrated that patients were able to clearly comprehend their diagnostic and treatment progress.The system reduced waiting time and confusion.In addition,it enhanced the coherence and convenience of medical services.Conclusion The out-patient medical guidance system,grounded on the Internet hospital model,has effectively minimized patient confusion and stre-amlined operational procedures through an active service approach.Future enhancements are anticipated to further elevate the in-telligence of medical services by broadening business coverage and integrating advanced technologies such as big data and artificial intelligence and other technologies in the future.

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