Recent advances in large models demonstrate significant prospects for transforming the field of medical imaging. These models, including large language models, large visual models, and multimodal large models, offer unprecedented capabilities in processing and interpreting complex medical data across various imaging modalities. By leveraging self-supervised pretraining on vast unlabeled datasets, cross-modal representation learning, and domain-specific medical knowledge adaptation through fine-tuning, large models can achieve higher diagnostic accuracy and more efficient workflows for key clinical tasks. This review summarizes the concepts, methods, and progress of large models in medical imaging, highlighting their potential in precision medicine. The article first outlines the integration of multimodal data under large model technologies, approaches for training large models with medical datasets, and the need for robust evaluation metrics. It then explores how large models can revolutionize applications in critical tasks such as image segmentation, disease diagnosis, personalized treatment strategies, and real-time interactive systems, thus pushing the boundaries of traditional imaging analysis. Despite their potential, the practical implementation of large models in medical imaging faces notable challenges, including the scarcity of high-quality medical data, the need for optimized perception of imaging phenotypes, safety considerations, and seamless integration with existing clinical workflows and equipment. As research progresses, the development of more efficient, interpretable, and generalizable models will be critical to ensuring their reliable deployment across diverse clinical environments. This review aims to provide insights into the current state of the field and provide directions for future research to facilitate the broader adoption of large models in clinical practice.
Humans ; Diagnostic Imaging/methods* ; Precision Medicine/methods* ; Image Processing, Computer-Assisted/methods*

As the most common type of protein glycosylation, N-glycosylation begins with the synthesis of the dolichol-linked oligosaccharide (DLO) precursor in the endoplasmic reticulum. The mannosyltransferase Alg1 catalyzes the addition of the first mannose molecule to DLO, serving as a key enzyme in this biochemical pathway. The defect of human ALG1 gene can lead to the congenital disorders of glycosylation (CDG), i.e., ALG1-CDG. Therefore, it is of great significance to establish the expression and activity assay system of Homo sapiens Alg1 (HsAlg1) in vitro. In this study, full-length plasmid pET28a-His6-HsAlg1 and transmembrane domain-lacking plasmid pET28a-His6-HsAlg1_23-464 were constructed and expressed in Escherichia coli, and the activity of recombinant HsAlg1 and HsAlg1_23-464 was measured by liquid chromatography tandem mass spectrometry (LC-MS) with dolichyl-pyrophosphate GlcNAc2 (DPGn2) as the substrate. The results showed that HsAlg1 had transglycosylation activity, while the activity decreased after protein purification, which was partially restored upon re-addition of membrane components. However, HsAlg1_23-464 was unable to catalyze glycosylation. The results indicate that the N-terminal transmembrane domain (TMD) of HsAlg1 plays an important role in the catalytic reaction. This study lays a foundation for further expression and activity analysis of ALG1-CDG-related mutants.
Humans ; Escherichia coli/metabolism* ; Mannosyltransferases/biosynthesis* ; Glycosylation ; Recombinant Proteins/metabolism* ; Protein Domains

AIM:To investigate the inhibitory effect of mogroside V(MV)on ferroptosis of human neuroblas-toma SH-SY5Y cells induced by RAS-selective lethal 3(RSL3),and to explore its possible mechanism.METHODS:To establish a model of ferroptosis,the SH-SY5Y cell was induced by RSL3.The cell viability and cellular morphology were determined by MTT assay and inverted microscopy,respectively.The intracellular ferrous ion content was measured by ferrous ion fluorescence probe FerrOrange.Mitochondrial membrane potential(MMP)was detected by mitochondrial red fluorescent probe MitoTracker Red CMXRos.The intracellular and mitochondrial reactive oxygen species(ROS)were de-tected by superoxide anion fluorescent probe dihydroethidium and mitochondrial superoxide red fluorescent probe MitoSOX Red,respectively.The cellular glutathione(GSH)and malondialdehyde(MDA)levels were tested by microplate assay.The protein levels of acyl-coenzyme A synthetase long-chain family member 4(ACSL4),cyclooxygenase-2(COX-2),glu-tathione peroxidase 4(GPX4)and solute carrier family 7 member 11(SLC7A11)were detected by Western blot.Molecu-lar docking techniques were employed to predict the targeting relations between MV and ACSL4/COX-2/GPX4/SLC7A11.RESULTS:Compared with control group,the SH-SY5Y cell viability,the MMP and the GSH level in RSL3 group were significantly reduced(P<0.01),while the intracellular ferrous ion level,the intracellular and mitochondrial ROS levels and the MDA level were significantly increased(P<0.05 or P<0.01).The protein levels of ACSL4 and COX-2 in RSL3 group were significantly increased,while the protein levels of GPX4 and SLC7A11 were significantly decreased(P<0.01),indicating the establishment of cell ferroptosis model.Compared with RSL3 group,the viability of SH-SY5Y cells,the MMP,the GSH level,and the GPX4 and SLC7A11 protein levels in RSL3+MV groups were significantly in-creased(P<0.05 or P<0.01),while the intracellular ferrous ion level,the intracellular and mitochondrial ROS levels,the MDA level,and the ACSL4 and COX-2 protein levels were significantly decreased(P<0.05 or P<0.01).The binding sites between MV and ferroptosis core proteins(ACSL4,COX-2,GPX4 and SLC7A11)were found by molecular docking.CONCLUSION:Treatment with MV alleviates RSL3-induced ferroptosis of SH-SY5Y cells,and the underlying mecha-nism may be associated with the activation of SLC7A11/GPX4 and the inhibition of ACSL4/COX-2.

Objective:To investigate the surgical situations and perioperative outcome of pancreaticoduodenectomy in Jiangsu Province and the influencing factors for postoperative 90-day mortality.Methods:The retrospective case-control study was conducted. The clinicopathological data of 2 886 patients who underwent pancreaticoduodenectomy in 21 large tertiary hospitals of Jiangsu Quality Control Center for Pancreatic Diseases, including The First Affiliated Hospital of Nanjing Medical University, from March 2021 to December 2022 were collected. There were 1 732 males and 1 154 females, aged 65(57,71)years. Under the framework of the Jiangsu Provincial Pancreatic Disease Quality Control Project, the Jiangsu Quality Control Center for Pancreatic Diseases adopted a multi-center registration research method to establish a provincial electronic database for pancrea-ticoduodenectomy. Observation indicators: (1) clinical characteristics; (2) intraoperative and post-operative conditions; (3) influencing factors for 90-day mortality after pancreaticoduodenectomy. Measurement data with skewed distribution were represented as M( Q1, Q3) or M(IQR), and comparison between groups was conducted using the Mann-Whitney U test. Count data were expressed as absolute numbers or constituent ratio, and comparison between groups was conducted using the chi-square test, continuity correction chi-square test and Fisher exact probability. Maximal Youden index method was used to determine the cutoff value of continuous variables. Univariate analysis was performed using the corresponding statistical methods based on data types. Multivariate analysis was performed using the Logistic multiple regression model. Results:(1) Clinical characteristics. Of the 2 886 patients who underwent pancreaticoduodenectomy, there were 1 175 and 1 711 cases in 2021 and 2022, respectively. Of the 21 hospitals, 8 hospitals had an average annual surgical volume of <36 cases for pancreaticoduodenectomy, 10 hospitals had an average annual surgical volume of 36-119 cases, and 3 hospitals had an average annual surgical volume of ≥120 cases. There were 2 584 cases performed pancreaticoduodenectomy in thirteen hospitals with an average annual surgical volume of ≥36 cases, accounting for 89.536%(2 584/2 886)of the total cases. There were 1 357 cases performed pancrea-ticoduodenectomy in three hospitals with an average annual surgical volume of ≥120 cases, accounting for 47.020%(1 357/2 886) of the total cases. (2) Intraoperative and postoperative conditions. Of the 2 886 patients, the surgical approach was open surgery in 2 397 cases, minimally invasive surgery in 488 cases, and it is unknown in 1 case. The pylorus was preserved in 871 cases, not preserved in 1 952 cases, and it is unknown in 63 cases. Combined organ resection was performed in 305 cases (including vascular resection in 209 cases), not combined organ resection in 2 579 cases, and it is unknown in 2 cases. The operation time of 2 885 patients was 290(115)minutes, the volume of intra-operative blood loss of 2 882 patients was 240(250)mL, and the intraoperative blood transfusion rate of 2 880 patients was 27.153%(782/2 880). Of the 2 886 patients, the invasive treatment rate was 11.342%(327/2 883), the unplanned Intensive Care Unit (ICU) treatment rate was 3.087%(89/2 883), the reoperation rate was 1.590%(45/2 830), the duration of postoperative hospital stay was 17(11)days, the hospitalization mortality rate was 0.798%(23/2 882), and the failure rate of rescue data in 2 083 cases with severe complications was 6.529%(19/291). There were 2 477 patients receiving postoperative 90-day follow-up, with the 90-day mortality of 2.705%(67/2477). The total incidence rate of complication in 2 886 patients was 58.997%(1 423/2 412). The incidence rate of severe complication was 13.970%(291/2 083). The comprehensive complication index was 8.7(22.6) in 2 078 patients. (3) Influencing factors for 90-day mortality after pancreaticoduodenectomy. Results of multivariate analysis showed that age ≥ 70 years, postoperative invasive treatment, and unplanned ICU treatment were independent risk factors for 90-day mortality after pancreaticoduodenectomy ( odds ratio=2.403, 2.609, 16.141, 95% confidence interval as 1.281-4.510, 1.298-5.244, 7.119-36.596, P<0.05). Average annual surgical volume ≥36 cases in the hospital was an independent protective factor for 90-day mortality after pancreaticoduodenectomy ( odds ratio=0.368, 95% confidence interval as 0.168-0.808, P<0.05). Conclusions:Pancreaticoduodenectomy in Jiangsu Province is highly con-centrated in some hospitals, with a high incidence of postoperative complications, and the risk of postoperative 90-day mortality is significant higher than that of hospitallization mortality. Age ≥ 70 years, postoperative invasive treatment, and unplanned ICU treatment are independent risk factors for 90-day motality after pancreaticoduodenectomy, and average annual surgical volume ≥36 cases in the hospital is an independent protective factor.

Objective:To investigate the clinical efficacy of the Guanxinning tablet on the prethrombotic state in older adults with stable angina pectoris.Methods:In this study, 80 elderly patients with coronary heart disease and blood stasis admitted to our hospital between December 2019 and December 2021 were selected as the study subjects, and were randomly divided into a control group and an observation group(40 cases each). The control group was treated with Aspirin alone, and the observation group was treated with the Guanxinning tablet in addition to aspirin.Differences in traditional Chinese medicine(TCM)syndrome scores, weekly angina attacks and intervals between attacks, von Willebrand factor(vWF), thrombomodulin(TM), and granule membrane protein-140(GMP-140)levels between the two groups were compared.Results:There was no statistically significant difference in TCM syndrome scores between the observation group and the control group before treatment(11.34±2.2 vs.11.8±2.3, t=0.184, P=0.856), but there was a statistically significant difference between the observation group and the control group after treatment(6.5±1.8 vs.8.4±2.0 points, t=4.230, P=0.000). The number of weekly angina attacks and the interval between attacks in the observation group were significantly decreased compared with the control group, and the difference was statistically significant(all P<0.01). The levels of molecular markers of the prethrombotic state(vWF, TM and GMP-140)in the observation group were more favorable than those in the control group, with statistical significance(all P<0.05). Conclusions:The Guanxinning tablet can improve angina pectoris symptoms in elderly patients with coronary heart disease and effectively improve the expression of molecular markers of the prethrombotic state.

In order to optimize the undergraduate teaching methods and improve students' comprehensive competitiveness, this study explored the scientific research training methods of medical laboratory undergraduates during medical internship. On the premise of ensuring that students carry out clinical practice according to the internship plan, the research group leads students to carry out scientific research training in their spare time. The scientific research training was divided into two stages. In the first stage, on the basis of informed consent and independent choice, the students in the control group were trained by self-regulated learning and teachers' question answering, while the students in the experimental group were trained by the way of centralized scientific research lectures and scientific research practice. In the second stage, all the students were in independent research and exploration under the guidance of teachers within 5 months. The results showed that in the process of independent research, the time of topic selection in the experimental group [(3.5±1.1) days] was significantly shorter than that in the control group [( 5.4 ± 1.9) days], and the time of topic design in the experimental group [(12.2±2.5) days] was significantly shorter than that in the control group [(14.6±3.1) days]. It shows that carrying out scientific research training in the medical internship stage of undergraduates is helpful to increase the efficiency of students' later independent research and accelerate the process of independent research.

Objective:To analyze the laboratory tests and clinical characteristics of patients with lupus anticoagulant-positive cerebral infarction.Methods:A retrospective analysis of 216 patients with cerebral infarction hospitalized in Beijing Tiantan Hospital from January 2016 to October 2021 was performed, and the patients were divided into LA-positive cerebral infarction group (168 cases) and LA-negative cerebral infarction group (48 cases) according to the detection of lupus anticoagulant (LA) in cerebral infarction patients, and the laboratory test data between the two groups were compared, and the risk factors related to cerebral infarction, including body mass index (BMI), smoking history, drinking history, hypertension, hyperlipidemia, diabetes history, were included for comparative analysis. LA was performed using the silica clotting time (SCT) method and the modified diluted russell viper venom time (dRVVT) method, respectively. The dRVVT method was used to detect LA. The LA-positive cerebral infarction group was divided into three subgroups according to the positive detection, namely, the dRVVT single-positive group (110 cases), the SCT single-positive group (40 cases) and the double-positive group (18 cases), and the comparison of laboratory indices between different subgroups was performed.The measurement data of normal distribution between the two groups were compared by independent sample t-test, and the mean between multiple groups was compared by ANOVA; The rank sum test was used to compare the median between the measurement data groups that did not conform to the normal distribution, and the χ 2 test was used to compare the counting data groups. Results:The levels of antithrombin Ⅲ and protein C of the LA-positive group ((102.85±14.39)% and (108.52±22.62)%) were all lower than those of the LA-negative group ((110.16±11.10)% and (116.34±18.14)%), the difference was statistically significant ( t values were 3.25, 2.20, P values were 0.001, 0.029, respectively). The levels of fibrinogen, homocysteine, high-sensitivity C-reactive protein (hs-CRP), erythrocyte sedimentation rate, white blood cells and neutrophil were (3.43(3.07,4.03) g/L), (17.92(14.07,23.71) μmol/L), (6.97(2.33,11.46) mg/L), (15.00(6.75,29.00) mm/h), (8.61(6.72,10.86)×10 9/L) and (5.81(4.39,7.91)×10 9/L), all were higher than those in the LA-negative group with values of (3.14(2.68, 3.62) g/L), (14.62(12.49, 18.41) μmol/L), (3.18(2.09,4.32) mg/L), (9.50(3.75,19.00) mm/h), (7.20(6.22,8.33)×10 9/L) and (4.47(4.02,5.57)×10 9/L), and the differences were statistically significant ( Z values were 2.77, 2.89, 3.32, 2.45, 3.15 and 3.76, P values were 0.006、0.004、0.001, 0.014, 0.002 and <0.001, respectively). There were no significant differences in age, gender, BMI, personal history, past medical history and other laboratory indicators between the two groups (all P>0.05). Comparison among different subgroups in LA positive group showed that D dimer and hs-CRP levels in double-positive group were 0.58(0.50,0.84) mg/L and 7.77(5.94,21.61) mg/L, higher than those in SCT single-positive group with values of 0.45(0.32,0.56) mg/L and 2.98(1.09,6.07) mg/L, and protein S level of double-positive group (97.36±25.45)% was lower than that in SCT single-positive group (114.85±22.74)%, the differences were statistically significant (all P<0.05). D dimer, prothrombin time, hs-CRP and neutrophil levels in dRVVT single-positive group were (0.58(0.50,0.84) mg/L), (11.40(11.10,12.10) s), (6.97(4.07,11.97) mg/L) and (5.83(4.51,8.27)×10 9/L), which were higher than those in SCT single-positive group with values of (0.45(0.32,0.56) mg/L), (11.15(10.70,11.43) s), (2.98(1.09,6.07) mg/L) and (5.08(3.92,6.07)×10 9/L), the difference was statistically significant (all P<0.05). Protein C and triglyceride levels were ((105.65±20.62)%) and (1.38(1.05, 1.75) mmol/L) in dRVVT single-positive group, which were lower than those in SCT single-positive group with values of ((117.05±20.86)% and 1.60(1.29,2.36) mmol/L), the differences were statistically significant (all P<0.05). Conclusion:There were significant differences between LA positive and LA negative cerebral infarction patients in laboratory examination. In LA positive cerebral infarction patients, the levels of fibrinogen, homocysteine, hs-CRP, white blood cells, neutrophil and erythrocyte sedimentation rate were higher, while the levels of anticoagulant protein antithrombin Ⅲ and protein C were lower. It is of great significance to pay close attention to the level and change of laboratory related risk factors in patients with LA positive cerebral infarction and give early intervention and treatment for the prevention of the occurrence and recurrence of cerebral infarction.

Objective:To compare the clinical efficacy of splenorenal shunt and traditional devascularization in the treatment of portal hypertension.Method:The clinical data of 109 patients with portal hypertension due to hepatitis B cirrhosis undergoing splenorenal shunt and traditional devascularization at Affiliated Hospital of Nantong University from Jan 2012 to Nov 2021 were retrospectively analyzed.Results:The operation time (208±43) min in shunt group was longer than that of (172±53) min in devascularization group ( t=-3.677, P<0.05). The intraoperative blood loss of (131±89) ml and postoperative hospital stay (21±6) d in shunt group were not significantly different from those of (164±109) ml and (21±8) d in devascularization group ( t=1.621, P>0.05; t=-0.403, P>0.05). There was no significant difference in the incidence of moderate to severe ascites, intraabdominal hemorrhage and hepatic encephalopathy between the two groups ( χ2=0.973, 0.830, 0.095, all P>0.05). The rebleeding rate in shunt group (5%) was lower than that in devascularization group (28%) ( χ2=5.280, P<0.05). The operation method was an independent predictor of rebleeding. The 1-, 2-, 3-, and 5-year cumulative survival rates in the shunt group were 95%, 94%, 91% and 88%, and in devascularization group were 95%, 88%, 85% and 73%. Rebleeding was an independent risk factor affecting the survival rate, and the risk of death in patients with postoperative rebleeding. Conclusion:Compared with devascularization, splenorenal shunt has obvious advantages in reducing postoperative rebleeding rate and prolonging survival time.

Objective:To analyze the clinical characteristics and risk factors of ischemic stroke in young adults.Methods:A retrospective analysis was conducted on 80 ischemic stroke patients (age ≤45 years) admitted to Beijing Tiantan Hospital from March 2019 to October 2019 as the young stroke group, and 117 ischemic stroke patients (age >45 years) hospitalized during the same period as the middle-aged and elderly stroke group. The blood test indexes of the two groups were compared, and the risk factors related to stroke, including smoking history, drinking history, hypertension, hyperlipidemia and diabetes history, were compared and analyzed. Two sets of independent sample t-test, Mann-Whitney U-test or χ2 test were used to compare the above indicators of patients in the two groups. Results:The activated partial prothrombin time, protein S, uric acid, homocysteine and D-dimer levels in middle-aged and elderly stroke group were (29.73±3.40) s, (105.58±27.23) %, (297.29±85.99) μmol/L, (17.58±14.45) μmol/L and (2.75±3.08) mg/L, respectively. Compared with the middle-aged and elderly stroke group, the young stroke group had higher activated partial thrombin time (31.51±6.75) s, protein S (115.20±26.97) %, uric acid (326.82±93.51) μmol/L, homocysteine (22.63±16.98) μmol/L and lower D dimer level of (1.19±2.88) mg/L compared with the elder group, the difference between the two groups was statistically significant ( t values were 2.17, 2.01, 2.20, 2.14 and 2.13, respectively, P values were 0.032, 0.046, 0.029, 0.039 and 0.034, respectively). The positive rate of lupus anticoagulant in young stroke group was 12.5% (4/32), which was higher than 1.8% (1/57) in middle-aged and elderly stroke group, and there was significant difference between the two groups (χ 2=4.46, P=0.035). The proportions of smoking and drinking in young stroke group were 63.8% (51/80) and 62.5% (50/80), respectively, which were higher than 49.6% (58/117) and 47.9% (56/117) in middle-aged and elderly stroke group, and there was significant difference between the two groups (χ 2 values were 3.86 and 4.09; P values were 0.04 and 0.04). The proportion of hypertension and diabetes in young stroke group was 48.8% (39/80) and 17.5%(14/80), respectively, which were lower than 63.2%(74/117) and 30.8%(36/117) in middle-aged and elderly stroke group, and there was significant difference between the two groups (χ 2 values were 4.08 and 4.56; P values were 0.043 and 0.033). According to the levels of uric acid and homocysteine, young stroke was divided into different subgroups and compared.The creatinine level of high uric acid group (≥416 μmol/L) was (90.08±28.46) mmol/L, which was higher than that of normal uric acid group (<416 μmol/L) of (63.37±22.2) mmol/L. There was significant difference between the two groups ( t value was 2.23, P value was 0.046). The levels of fibrinogen and creatinine in high homocysteine group (≥15 μmol/L) were (3.27±1.09) g/L and (72.13±28.69) mmol/L, respectively which were significantly higher than those in normal homocysteine group (<15 μmol/L) of (2.78±0.67) g/L and (58.92±12.08) mmol/L, There was significant difference between the two groups (the t values were 2.32 and 2.51; P values were 0.023 and 0.014). Conclusions:Compared with middle-aged and elderly stroke, young ischemic stroke has higher levels of prothrombin time, protein S, uric acid and homocysteine, lower levels of D dimer and higher positive rate of lupus anticoagulant. At the same time, the proportion of smoking and drinking was higher in young stroke group, but the proportion of hypertension and diabetes was relatively lower.

OBJECTIVE: To investigate how the National Health Commission of China (NHCC)-recommended Chinese medicines (CMs) modulate the major maladjustments of coronavirus disease 2019 (COVID-19), particularly the clinically observed complications and comorbidities. METHODS: By focusing on the potent targets in common with the conventional medicines, we investigated the mechanisms of 11 NHCC-recommended CMs in the modulation of the major COVID-19 pathophysiology (hyperinflammations, viral replication), complications (pain, headache) and comorbidities (hypertension, obesity, diabetes). The constituent herbs of these CMs and their chemical ingredients were from the Traditional Chinese Medicine Information Database. The experimentally-determined targets and the activity values of the chemical ingredients of these CMs were from the Natural Product Activity and Species Source Database. The approved and clinical trial drugs against these targets were searched from the Therapeutic Target Database and DrugBank Database. Pathways of the targets was obtained from Kyoto Encyclopedia of Genes and Genomes and additional literature search. RESULTS: Overall, 9 CMs modulated 6 targets discovered by the COVID-19 target discovery studies, 8 and 11 CMs modulated 8 and 6 targets of the approved or clinical trial drugs for the treatment of the major COVID-19 complications and comorbidities, respectively. CONCLUSION The coordinated actions of each NHCC-recommended CM against a few targets of the major COVID-19 pathophysiology, complications and comorbidities, partly have common mechanisms with the conventional medicines.
COVID-19/physiopathology* ; Comorbidity ; Drugs, Chinese Herbal/therapeutic use* ; Humans ; Medicine ; Medicine, Chinese Traditional ; SARS-CoV-2