With the emergence of deep learning techniques based on convolutional neural networks, artificial intelligence (AI) has driven transformative developments in the field of medical image analysis. Recently, large language models (LLMs) such as ChatGPT have also started to achieve distinction in this domain. Increasing research shows the undeniable role of AI in reshaping various aspects of medical image analysis, including processes such as image enhancement, segmentation, detection in image preprocessing, and postprocessing related to medical diagnosis and prognosis in clinical settings. However, despite the significant progress in AI research, studies investigating the recent advances in AI technology in the aforementioned aspects, the changes in research hotspot trajectories, and the performance of studies in addressing key clinical challenges in this field are limited. This article provides an overview of recent advances in AI for medical image analysis and discusses the methodological profiles, advantages, disadvantages, and future trends of AI technologies.
Artificial Intelligence ; Humans ; Image Processing, Computer-Assisted/methods* ; Neural Networks, Computer ; Deep Learning ; Diagnostic Imaging/methods*

OBJECTIVE: To assess the effectiveness of bone acupuncture in improving pain and function in degenerative lumbar spinal stenosis (DLSS) and compare it with Jiaji acupuncture. METHODS: From January to December 2023, 80 DLSS patients were treated with acupuncture and divided into bone acupuncture and Jiaji acupuncture groups. Among them, 40 patients in the bone acupuncture group included 15 males and 25 females, with a mean age of (60.60±6.98) years old;anthor 40 patients in the Jiaji acupuncture group included 16 males and 24 females, with a mean age of (61.48±9.55) years old. The Roland Morris disability questionnaire(RMDQ), walking distance, visual analogue scale(VAS), and the MOS item short from health survey(SF-36) of two groups at baseline, 2 weeks, 4 weeks, and 12 weeks post-treatment were compared. RESULTS: Eighty patients were followed up for 3 to 5 months with an average of (3.62±0.59) months. There was no significant differences in general data and the scores before treatment between two groups(P>0.05). The RMDQ scores in both groups decreased significantly at 2, 4 and 12 weeks after treatment compared with before treatment(P<0.05), at each time point after treatment, the decrease was more significant in the bone acupuncture group than in the Jiaji acupuncture group(P<0.05). The VAS of waist and leg in both groups was significantly lower at 2, 4 and 12 weeks after treatment that before treatment(P<0.05). At all time points after treatment, the waist VAS in the bone acupuncture group was reduced more significant than in the Jiaji acupuncture group(P<0.05);there was no significant difference in leg VAS at 2 and 12 weeks after treatment between two groups(P>0.05), the improvement was more significant in the bone acupuncture group in the 4 weeks after treatment than in the Jiaji acupuncture group. The SF-36 scores in both groups were significantly higher at 2, 4, and 12 weeks after treatment than before treatment(P<0.05);the SF-36 score raised more significant in the bone acupuncture group than in the Jiaji acupunture group(P<0.05). No significant difference in the walking distance between two groups at 2 weeks after treatment(P>0.05);the walking distance in the bone acupuncture group was significantly higher than that in the Jiaji acupuncture group at 4 and 12 weeks after treatment(P<0.05). CONCLUSION Bone-penetrating acupuncture moderately improves functional impairment, pain, and quality of life in patients with DLSS, showing better efficacy than Jiaji acupuncture.
Humans ; Female ; Male ; Middle Aged ; Acupuncture Therapy/methods* ; Spinal Stenosis/physiopathology* ; Aged ; Lumbar Vertebrae/physiopathology* ; Pain Management

OBJECTIVE: Circadian rhythm disruption (CRD) is a risk factor that correlates with poor prognosis across multiple tumor types, including hepatocellular carcinoma (HCC). However, its mechanism remains unclear. This study aimed to define HCC subtypes based on CRD and explore their individual heterogeneity. METHODS: To quantify CRD, the HCC CRD score (HCCcrds) was developed. Using machine learning algorithms, we identified CRD module genes and defined CRD-related HCC subtypes in The Cancer Genome Atlas liver HCC cohort (n = 369), and the robustness of this method was validated. Furthermore, we used bioinformatics tools to investigate the cellular heterogeneity across these CRD subtypes. RESULTS: We defined three distinct HCC subtypes that exhibit significant heterogeneity in prognosis. The CRD-related subtype with high HCCcrds was significantly correlated with worse prognosis, higher pathological grade, and advanced clinical stages, while the CRD-related subtype with low HCCcrds had better clinical outcomes. We also identified novel biomarkers for each subtype, such as nicotinamide n-methyltransferase and myristoylated alanine-rich protein kinase C substrate-like 1. CONCLUSION We classify the HCC patients into three distinct groups based on circadian rhythm and identify their specific biomarkers. Within these groups greater HCCcrds was associated with worse prognosis. This approach has the potential to improve prediction of an individual's prognosis, guide precision treatments, and assist clinical decision making for HCC patients. Please cite this article as: Li XJ, Chang L, Mi Y, Zhang G, Zhu SS, Zhang YX, et al. Integrated-omics analysis defines subtypes of hepatocellular carcinoma based on circadian rhythm. J Integr Med. 2025; 23(4): 445-456.
Humans ; Carcinoma, Hepatocellular/pathology* ; Liver Neoplasms/pathology* ; Circadian Rhythm/genetics* ; Prognosis ; Male ; Female ; Biomarkers, Tumor/genetics* ; Middle Aged ; Machine Learning ; Computational Biology

Objective:To investigate the clinical characteristics and independent risk factors of severe disease in patients with anti-nuclear matrix protein (NXP) 2 antibody-positive juvenile dermatomyositis (JDM).Methods:A retrospective cohort study was conducted, including 219 anti-NXP2 antibody-positive JDM patients admitted to 23 children′s hospitals across China from July 2011 to July 2023. Patients were classified into severe and non-severe groups based on classification criteria for severe dermatomyositis. Demographic characteristics, clinical manifestations, and laboratory parameters were compared between the 2 groups using independent sample t-test, Mann-Whitney U test, or χ2 test. Univariate and multivariate Logistic regression analyses were performed to identify risk factors for severe disease. The receiver operating characteristic curve was employed to calculate optimal cut-off values. Results:Among the 219 patients, 108 were male and 111 were female, with an age at onset of 6.3 (3.5, 9.4) years. The severe group comprised 69 patients, and the non-severe group 150 patients. The severe group had significantly higher rates of fever, heliotrope rash, subcutaneous edema, periorbital edema, anti-Ro52 antibody positivity, as well as elevated levels of ferritin-to-albumin ratio (FAR), creatine kinase (CK), aspartate aminotransferase (AST), and lactate dehydrogenase (LDH) (all P<0.05). Multivariate analysis identified anti-Ro52 antibody positivity ( OR=13.26, 95% CI 1.37-128.29) and elevated FAR ( OR=1.90, 95% CI 1.09-2.31) as independent risk factors for severe anti-NXP2 antibody-positive JDM (both P<0.05). Receiver operating characteristic curve analysis revealed that a FAR cutoff value of 6.82 predicted severe disease with an area under the curve of 0.87 (95% CI 0.81-0.94, P<0.001), sensitivity of 0.85, and specificity of 0.70. All patients received glucocorticoid therapy, and the severe group received higher proportions of steroid pulse therapy, cyclophosphamide, mycophenolate mofetil, intravenous immunoglobulin, biologics, and adjuvant treatments compared to the non-severe group (all P<0.05). In terms of outcomes, 2 patients (2.9%) in the severe group died (due to neurological involvement and intestinal perforation, respectively), while the remaining patients achieved complete clinical response or remission. All patients in the non-severe group achieved remission. Conclusions:The primary clinical features of anti-NXP2 antibody-positive JDM included fever, heliotrope rash, subcutaneous edema, periorbital edema, anti-Ro52 antibody positivity, and elevated levels of CK, AST, LDH, and FAR. Furthermore, anti-Ro52 antibody positivity and a FAR>6.82 were identified as independent risk factors.

Objective:To construct the gemcitabine resistant cell lines of human pancreatic cancer cell line (PANC1) and mouse pancreatic cancer cell line (PANC02), and to investigate their biological behavior changes.Methods:Gemcitabine-resistant cell lines PANC1-GR of human pancreatic cancer and PANC02-GR of mouse pancreatic cancer were induced by concentration gradient increment method. Cell count assay (CCK-8), flow cytometry, cell scratch assay and Transwell assay were used to detect the drug resistance, proliferation, cell cycle, migration and invasion of the four groups of cell lines. The drug-resistant cells were also compared with the parent cells.Results:The resistance indices of PANC1-GR and PANC02-GR were 153.3 and 185.4, respectively. The results of CCK-8 showed that with the increase of gemcitabine concentration, the proliferation of resistant cells changed significantly compared with parental cells, the population doubling time of PANC1-GR was significantly shorter than that of PANC1 (1.5±0.1) d vs (2.4±0.2) d ( t=8.00, P<0.001). The proportion of cells in S and G2/M phase increased, and the proportion of cells in G0/G1 phase decreased. The cell scratch and Transwell experiments indicated that the 24h mobility of PANC1-GR and PANC02-GR was higher than that of parent cells (47.6±2.4)% vs (28.7±6.3)% and (53.6±3.2)% vs (30.1±1.4)%, the number of individual field (200 times magnification) penetrating membrane cells was also higher than that of parent cells (269.7±30.9) vs (62.7±10.1) and (172.0±30.8) vs (36.3±4.9), with statistical significance (all P<0.05). Conclusion:Concentration gradient increment method can successfully establish gemcitabine-resistant pancreatic cancer cell lines, which have stronger proliferation, migration and invasiveness, and can be used to study the mechanism of drug resistance in pancreatic cancer.

Objective To summarize the perioperative nursing experience for patients undergoing high-risk complex percutaneous coronary intervention(PCI)with the support of the percutaneous transvalvular left-ventricular assist system(SynFlow 3.0),and to explore the role of nursing interventions in improving procedural success and promoting patient recovery.Methods A retrospective analysis was conducted on the clinical data of 26 patients who underwent SynFlow 3.0-assisted high-risk complex PCI in Zhongshan Hospital,Fudan University between Aug 2022 and Jul 2024.Stage-specific comprehensive nursing interventions were implemented throughout the perioperative period:Preoperatively,personalized nutritional support and cardiac function optimization were provided for patients with nutritional risk(NRS≥3),hypoalbuminemia(Alb<30 g/L),or an early warning score≥4.Intraoperatively,the SynFlow 3.0 operational procedures were standardized,with reinforcement of aseptic techniques and hemodynamic monitoring.Postoperatively,patients were transferred to the ICU for continuous monitoring of circulatory parameters(blood pressure,central venous pressure,urine output,etc.)and hemolysis-related indicators,alongside active prevention of vascular complications,vagal reflex,and thrombotic events.Results The procedural success rate was 100%in all 26 patients,with no severe complications occurring.Nursing interventions effectively maintained an intraoperative mean arterial pressure≥60 mmHg.Postoperative circulatory parameters remained stable(systolic blood pressure 90-130 mmHg,urine output>50 mL/h),and no thrombotic or hemolytic events were reported.The left ventricular ejection fraction significantly increased from 32.44%±4.46%preoperatively to 38.55%±5.42%at 30 days postoperatively,and the difference was statistically significant(t=16.065,P<0.001).Conclusion The implementation of a full-process comprehensive nursing strategy for patients undergoing SynFlow 3.0-assisted high-risk complex PCI effectively stabilizes perioperative hemodynamics,reduces the risk of complications,ensures procedural safety,and promotes cardiac function recovery.

Objective To explore the efficacy and safety of flexible ureteroscopic lithotripsy(FURL)combined with flexible negative-pressure sheath in treating patients with 3-4 cm renal calculi with CT value＜1100 Hu,and to identify a safe and effective treatment option for patients with such calculi.Methods A retrospective analysis was conducted on the clinical data of 95 patients undergoing surgical treatment at the Department of Urology,the Second People's Hospital of Anhui Province during Jun.2022 and May 2024.The patients were divided into two groups,including 42 in the FURL with flexible negative-pressure sheath group(FURL group),and 53 in the percutaneous nephrolithotomy(PCNL)group.General data,perioperative indicators,and complication rates were compared between the two groups.Results There were no statistically significant differences between the FURL group and PCNL group in stone-free rate(SFR)3 days postoperatively(83.3％vs.88.7％),1 month postoperatively(95.2％vs.92.5％),and 3 months postoperatively(97.6％vs.94.3％),as well as operation time[(77.65±9.05)min vs.(79.10±8.14)min](P＞0.05).The FURL group had shorter hospital stay[(5.98±1.12)days vs.(9.38±1.57)days],lower decrease in hemoglobin level[(3.17±0.85)g/L vs.(4.98±1.72)g/L],lower visual analog scale(V AS)score on postoperative day 1[(2.60±0.63)vs.(3.77±1.09)]and day 3[(2.29±0.99)vs.(2.70±0.89)],lower postoperative white blood cell count[(7.05±1.66)× 109 cells/L vs.(11.24±2.90)× 109 cells/L],lower C-reactive protein level[(25.73±7.57)ng/L vs.(31.14±5.53)ng/L],lower blood urea nitrogen level[(6.12±1.43)mmol/L vs.(9.85±3.07)mmol/L],and lower serum creatinine level[(84.48±11.57)μmol/L vs.(114.43±21.48)μmol/L](all P＜0.001).The total incidence of complications was also lower in the FURL group(4.8％vs.18.9％,P＜0.05).Conclusion FURL combined with flexible negative-pressure sheath can achieve comparable SFR as PCNL without extending operation time,and it can shorten hospital stay,reduce intraoperative blood loss,have little impact on renal function,reduce inflammatory response and decrease the incidence of complications.

Hepatocellular carcinoma(HCC),which is essentially primary liver cancer,is closely related to CD8+T cell immune infiltration and immune suppression.We constructed a CD8+T cells related risk score model to pre-dict the prognosis of HCC patients and provided therapeutic guidance based on the risk score.Using integrated bulk RNA sequencing(RNA-seq)and single-cell RNA sequencing(scRNA-seq)datasets,we identified stable CD8+T cell signatures.Based on these signatures,a 3-gene risk score model,comprised of KLRB1,RGS2,and TN-FRSF1B was constructed.The risk score model was well validated through an independent external validation co-hort.We divided patients into high-risk and low-risk groups according to the risk score and compared the differ-ences in immune microenvironment between these two groups.Compared with low-risk patients,high-risk patients have higher M2-type macrophage content(P＜0.0001)and lower CD8+T cells infiltration(P＜0.0001).High-risk patients predict worse response to immunotherapy treatment than low-risk patients(P＜0.01).Drug sensitivity a-nalysis shows that PI3K-β inhibitor AZD6482 and TGFβRII inhibitor SB505124 may be suitable therapies for high-risk patients,while the IGF-1R inhibitor BMS-754807 or the novel pyrimidine-based anti-tumor metabolic drug Gemcitabine could be potential therapeutic choices for low-risk patients.Moreover,expression of these 3-gene mod-el was verified by immunohistochemistry.In summary,the establishment and validation of a CD8+T cell-derived risk model can more accurately predict the prognosis of HCC patients and guide the construction of personalized treatment plans.

Aim To evaluate the bioequivalence of two oral preparations of rivaroxaban tablets(test preparation T and refe-rence preparation R)in fasting/postprandibular state in healthy Chinese subjects.Methods A randomized,open,single-dose,four-cycle,completely repeated crossover experiment was used in this study.A total of 70 healthy male and female subjects were enrolled,including 38 subjects in the fasting group and 32 sub-jects in the postprandial group.Rivaroxaban tablets(2.5 mg/tablet)were taken orally once per cycle and their reference preparations were tested.The plasma rivaroxaban concentration was determined by LC-MS/MS method.The pharmacokinetic parameters of rivaroxaban tablets were calculated by WinNonlin software,and the parameters were analyzed and processed.Re-sults The PK parameters of rivaroxaban tablets and reference preparations in fasting group were as follows:Cmax was(72.48±17.08)and(66.36±15.64)μg·L-1,respectively.AUC0-t were(383.49±101.06)and(370.43±102.16)h·ng·mL-1,and AUC0-inr were(389.58±102.28)and(375.84±103.01)h·μg·L-,respectively.Main PK parameters of subjects taking rivaroxaban tablets orally after meals:Cmax were(66.48±15.64 and 60.87±13.44)μg·L-1,AUC0-t were(404.44±72.58)and(381.80±79.93)h·μg·L-1,re-spectively.AUC0_inf was(410.88±73.55)and(393.64±69.71)h·μg·L-1,respectively.Under fasting and postmeal conditions,subjects took rivaroxaban test and reference prepara-tion orally,one tablet(2.5 mg/tablet)each time.The geometric mean of the main pharmacokinetic parameters of rivaroxaban in plasma(Cmax,AUC0-t,AUC0-inf)and their corresponding values had a 90％confidence interval ranging from 80.00％to 125.00％.No serious adverse events or unexpected adverse e-vents occurred in both groups.Conclusion Rivaroxaban tablets are bioequivalent and safe in vivo under fasting and postprandial conditions.

Objective To explore the efficacy and safety of flexible ureteroscopic lithotripsy(FURL)combined with flexible negative-pressure sheath in treating patients with 3-4 cm renal calculi with CT value＜1100 Hu,and to identify a safe and effective treatment option for patients with such calculi.Methods A retrospective analysis was conducted on the clinical data of 95 patients undergoing surgical treatment at the Department of Urology,the Second People's Hospital of Anhui Province during Jun.2022 and May 2024.The patients were divided into two groups,including 42 in the FURL with flexible negative-pressure sheath group(FURL group),and 53 in the percutaneous nephrolithotomy(PCNL)group.General data,perioperative indicators,and complication rates were compared between the two groups.Results There were no statistically significant differences between the FURL group and PCNL group in stone-free rate(SFR)3 days postoperatively(83.3％vs.88.7％),1 month postoperatively(95.2％vs.92.5％),and 3 months postoperatively(97.6％vs.94.3％),as well as operation time[(77.65±9.05)min vs.(79.10±8.14)min](P＞0.05).The FURL group had shorter hospital stay[(5.98±1.12)days vs.(9.38±1.57)days],lower decrease in hemoglobin level[(3.17±0.85)g/L vs.(4.98±1.72)g/L],lower visual analog scale(V AS)score on postoperative day 1[(2.60±0.63)vs.(3.77±1.09)]and day 3[(2.29±0.99)vs.(2.70±0.89)],lower postoperative white blood cell count[(7.05±1.66)× 109 cells/L vs.(11.24±2.90)× 109 cells/L],lower C-reactive protein level[(25.73±7.57)ng/L vs.(31.14±5.53)ng/L],lower blood urea nitrogen level[(6.12±1.43)mmol/L vs.(9.85±3.07)mmol/L],and lower serum creatinine level[(84.48±11.57)μmol/L vs.(114.43±21.48)μmol/L](all P＜0.001).The total incidence of complications was also lower in the FURL group(4.8％vs.18.9％,P＜0.05).Conclusion FURL combined with flexible negative-pressure sheath can achieve comparable SFR as PCNL without extending operation time,and it can shorten hospital stay,reduce intraoperative blood loss,have little impact on renal function,reduce inflammatory response and decrease the incidence of complications.