1.Predicting intraoperative blood transfusion risk in hip fracture patients using explainable machine learning models
Fengting LU ; Xiaoming LI ; Dekui LI ; Xianyuan XIE ; Jiazhong WANG ; Qing YU ; Gan HUANG ; Jun SHEN
Chinese Journal of Blood Transfusion 2026;39(2):196-202
Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.
2.Neuroprotective effect and mechanism of eleutheroside B on Parkinson’s disease model mice by regulating the IKKβ/NF-κB signaling pathway
Xiaoli WANG ; Hua RONG ; Siwen PAN ; Chunlei YU ; Tianjiao XU ; Yu SUN ; Huan CONG ; Yu PANG ; Gang CHEN ; Xiaoming LI
China Pharmacy 2026;37(8):998-1002
OBJECTIVE To investigate the neuroprotective effect and mechanism of eleutheroside B (ELB) on Parkinson’s disease (PD) model mice by regulating the IκB kinase β (IKKβ)/nuclear factor-κB (NF-κB) signaling pathway. METHODS Fifty mice were randomly divided into normal control group, model group, positive control group (selegiline hydrochloride, 10 mg/kg), and ELB low-dose and high-dose groups (80, 160 mg/kg), with 10 mice in each group. Each group was given relevant medicine or normal saline intragastrically for 14 consecutive days. Starting from the 10th day of administration, the model group and all administration groups were intraperitoneally injected with 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) 30 mg/kg, for five consecutive days to establish the chronic PD model. After the last administration for 24 h, six mice were randomly selected from each group to test their behavioral abilities; detect the levels of interleukin-1β (IL-1β), IL-10, tumor necrosis factor-α (TNF-α) in brain tissue and their mRNA expressions were measured, and positive expression of tyrosine hydroxylase (TH), protein expressions of TH, α -synuclein ( α -syn), ionized calcium-binding adaptor molecule 1 (Iba-1), as well as phosphorylation levels of IKKβ and NF-κB p65 proteins in the brain tissue were detected. The ultrastructure of neurons in substantia nigra was observed. RESULTS Compared with the model group, rotarod endurance time and climbing score of each administration group (except for the ELB low-dose group) were increased significantly ( P <0.05), while the levels and mRNA expressions of IL-1β, TNF-α, α -syn, and Iba-1, as well as phosphorylation levels of IKKβ and NF-κB p65 proteins in brain tissue were decreased significantly (except for TNF-α in the ELB low-dose group). Conversely, the level and mRNA expression of IL-10 (except for the ELB low-dose group), TH positive expression and protein expressions were significantly increased ( P <0.05). Typical neurodegenerative pathological changes, such as neuronal karyopyknosis, mitochondrial swelling and vacuolization, and endoplasmic reticulum dilation, all showed varying degrees of improvement. CONCLUSIONS ELB may exert neuroprotective effects by inhibiting the activation of the IKKβ/NF-κB signaling pathway, alleviating inflammatory responses, reducing abnormal α -syn aggregation and neuronal loss, and further improving motor dysfunction in PD mice.
3.Establishment and clinical application of a method for the determination of three anti-tuberculosis drugs concentrations in plasma of patients with spinal tuberculosis
Yanhong MOU ; Xuehua WU ; Yongfang LI ; Xiaoming CHE
China Pharmacy 2026;37(1):72-76
OBJECTIVE To establish a method for simultaneously determining three anti-tuberculosis drugs in the plasma of patients with spinal tuberculosis and apply it in clinical practice. METHODS LC-MS/MS method was established for the quantitative determination of the concentrations of isoniazid, rifampicin and pyrazinamide in the plasma of patients with spinal tuberculosis, using diphenhydramine as the internal standard. The determination was carried out using Chemalink CM-C18T column, with mobile phase consisting of 0.1% formic acid-methanol solution (gradient elution), at the flow rate of 0.4 mL/min and an injection volume of 2 μL. Multiple reaction monitoring was conducted using an electrospray ionization source in positive ion mode. The ion pairs used for quantitative analysis were m/z 138.0→121.0( for isoniazid), m/z 823.3→791.3( for rifampicin), m/z 124.1→ 79.0 (for pyrazinamide), and m/z 256.0→167.0 (for diphenhydramine). Fifty-three patients diagnosed with spinal tuberculosis in Qinghai Provincial People’s Hospital from January 2023 to June 2025 were selected, and the plasma concentrations of isoniazid, rifampicin and pyrazinamide in these patients were measured using the above method. RESULTS The linear ranges for isoniazid, rifampicin and pyrazinamide were 0.5-16, 2-64, and 2.5-80 μg/mL, respectively (r≥0.998 7). The accuracy ranged from 90.20% to 108.64% (n=5). RSDs for intra-day precision were all less than 6.63% (n=5), while those for inter-day precision were all less than 8.42% (n=3). The matrix effects ranged from 88.60% to 115.41% (n=5). The relative deviations in the stability tests were all within the ±15% range, and the carry-over effect did not interfere with the determination. The results of clinical application showed that the mean plasma drug concentrations of isoniazid, rifampicin and pyrazinamide in patients with spinal tuberculosis were (3.62±2.80), (8.55±4.57), and (20.12±6.56) μg/mL, respectively. The incidences of plasma drug concentrations falling below the effective peak concentrations were 49.06%, 58.49% and 60.38%, respectively. CONCLUSIONS The method established in this study is rapid, accurate, and demonstrates good stability, making it suitable for clinical monitoring of the plasma concentrations of isoniazid, rifampicin and pyrazinamide in patients with spinal tuberculosis.
4.Long non-coding RNA MALAT1 in apoptosis and oxidative stress of human lens epithelial cells
Xiaoming DONG ; Yuxuan LIU ; Yifei WANG ; Dong LI ; Jinsong ZHANG ; Jing WANG
International Eye Science 2026;26(9):1517-1523
AIM:To clarify the expression characteristics and regulatory role of the long non-coding RNA(lncRNA)metastasis-associated lung adenocarcinoma transcript 1(MALAT1)in oxidative stress and apoptosis of H2O2-induced human lens epithelial cell line HLE-B3.METHODS: HLE-B3 cells were divided into Control group and H2O2 group(cultured with 200 μmol/L H2O2 for 24 h). Levels of reactive oxygen species(ROS)and cell apoptosis rates were detected by flow cytometry. Activities of superoxide dismutase(SOD)and catalase(CAT)were measured using kits, MALAT1 expression was quantified by real-time quantitative PCR, and its cellular localization was determined by fluorescence in situ hybridization. After selecting the Si-MALAT1 sequence with the highest silencing efficiency, the groups were established as Control, H2O2, H2O2+Si-NC, and H2O2+Si-MALAT1. Immunofluorescence staining was employed to detect the apoptosis marker TUNEL and Nrf2 nuclear translocation. RESULTS:Compared with the Control group, the H2O2group exhibited significantly elevated ROS levels, markedly decreased SOD and CAT activities(both P<0.001), and a significantly increased apoptosis rate(P<0.01). MALAT1 expression was upregulated(P<0.01)and localized in the nucleus. After silencing MALAT1, H2O2-induced cell apoptosis was significantly inhibited(P<0.01).CONCLUSION: H2O2-induced oxidative stress can increase the expression of MALAT1, and silencing MALAT1 reduces oxidative stress damage and apoptosis, providing a potential target for preventing and treating cataracts.
5.Exploration on the intervention mechanism of Zhuanggu Zhitong Capsules in postmenopausal osteoporosis based on JNK signaling molecules
Meihua WU ; Ronghui LI ; Yunfeng YU ; Bing GUO ; Guomin ZHANG ; Qinghu HE ; Xiaoming LEI ; Xinbin XIA
International Journal of Traditional Chinese Medicine 2025;47(5):630-637
Objective:To investigate the effects of Zhuanggu Zhitong Capsules on JNK signaling molecules and their phosphorylated proteins in postmenopausal osteoporosis model female mice.Methods:The rats were divided into sham-operation group, blank group, model group, positive drug group, and Zhuanggu Zhitong Capsules group according to the random number table method, with 10 rats in each group. The model group, the positive drug group and the Zhuanggu Zhitong Capsules group were prepared by bilateral ovarian detomy to prepare a female mouse model of postmenopausal osteoporosis. The positive drug group was given 0.9 mg/kg of alendronate sodium, the Zhuanggu Zhitong Capsules group was given was Zhuanggu Zhitong Capsules 1.944 g/kg for gavage, and the blank group, sham-operation group, and model group were given the same volume of normal saline for gavage, once a day for a total of 13 weeks. Rat vaginal exfoliated cells were stained with Wright's staining; serum Omentin-1 and 25(OH)D 3 levels were determined by ELISA; renal tissue and femoral structure were observed by HE staining; JNK and p-JNK protein expressions were detected by immunohistochemical staining; JNK mRNA levels were detected by PCR. Results:Compared with the model group, the serum levels of 25(OH)D3 and Omentin-1 in the Zhuanggu Zhitong Capsules group and the positive drug group increased ( P<0.01), the mean gray values of JNK and p-JNK protein in bone and kidney tissues decreased ( P<0.01), and the mRNA levels of JNK in bone and kidney tissues decreased ( P<0.01). Conclusion:Zhuanggu Zhitong Capsules can effectively improve the bone microstructure of postmenopausal osteoporotic rats, and its mechanism may be related to the regulation of JNK signaling pathway.
6.Characterization of the Effect of Tongue on Palatal Shelf Elevation Patterns in a Mouse Model of Palatogenesis
Yu ZHANG ; Hui YANG ; Demao ZHANG ; Dou LI ; Xiaoming WANG
Journal of Sichuan University (Medical Sciences) 2025;56(5):1289-1295
Objective To investigate the mechanisms underlying regional heterogeneity in the elevating patterns of palatal shelf during mammalian craniofacial development.Methods Using a mouse model of embryonic palatal development,we acquired coronal multi-plane slices of the palatal shelves before elevation(early E13.5),during elevation(late E13.5),and after elevation(early E14.5).Hematoxylin and eosin(HE)staining was performed to compare the morphological changes and spatial correlations between the palate and tongue.Immunofluorescence staining of myosin heavy chain 1(MYH1),a marker found in slow muscle fibers and responsible for muscle contraction and movement,was performed to observe the tongue muscle development characteristics at different stages.We also observed changes in the palatal shelf elevating patterns at early E13.5 in the absence of the tongue through HE-stained in vitro palate organ culture.Further immunofluorescence staining of tenascin-C,an extracellular matrix protein,was performed to evaluate the effect of the tongue on the elevating pattern of the palatal shelf along the anterior-posterior axis.Results HE staining results of the coronal multi-plane slices showed that during the elevation period,from the posterior toward anterior,the coronal height of the tongue decreased,lateral inclination and flattening increased,but the sagittal length of the tongue increased.The elevating pattern of the palatal shelf changed from slow remodeling to rapid flipping,and MYH1 was abundantly expressed in both the internal and external muscle bundles of the tongue during this period.According to findings from in vitro cultivation of palatal organs,the posterior part of the palatal shelf elevated without forming new lateral lingual protrusions in the absence of the tongue.The regional expression pattern of tenascin-C was consistent with that observed before elevation.The posterior palate exhibited an elevation pattern similar to that of the anterior region.Conclusion The tongue may play a crucial role in shaping the posterior morphological remodeling and distinct elevation patterns of the palatal shelf.
7.Preoperative prediction tertiary lymphoid structures of hepatocellular carcinoma on gadoxetate disodium-enhanced MRI
Lin CHEN ; Yiman LI ; Jie CHENG ; Fengxi CHEN ; Ping CAI ; Wei CHEN ; Qingrui LI ; Huarong ZHANG ; Xiaoming LI
Chinese Journal of Radiology 2025;59(6):674-680
Objective:To evaluate the efficacy of gadolinium ethoxybenzyl- diethy-lenetriamine pentaacetic acid (Gd-EOB-DTPA) enhanced MRI features in the preoperative prediction of tertiary lymphoid structures (TLS) within hepatocellular carcinoma (HCC) lesions.Methods:This retrospective cross-sectional study included clinical and pathological data from 297 HCC patients treated at the Southwest Hospital, Army Medical University between June 2021 and November 2022. Based on postoperative pathology, patients were categorized into TLS-negative ( n=93) and TLS-positive ( n=204) groups. MRI features of HCC lesions using Gd-EOB-DTPA enhancement and relevant clinical data were analyzed. Intergroup comparisons of imaging features and laboratory findings were performed using independent sample t-test, Mann-Whitney U test, χ2 test, or Fisher exact test, as appropriate. The logistic regression analysis was conducted to identify independent predictors of TLS positivity. A predictive model was constructed and visualized using a nomogram. The model′s predictive performance and clinical utility were assessed using the receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis (DCA). The area under the ROC curve (AUC) was compared using the DeLong test. Results:Significant differences were observed between the TLS-negative and TLS-positive groups in alpha-fetoprotein (AFP) levels, intratumoral hemorrhage, and peritumoral satellite nodules in the hepatobiliary phase ( P<0.05). Multivariate logistic regression identified intratumoral hemorrhage ( OR=0.123, 95% CI 0.070-0.216, P<0.001) and peritumoral satellite nodules in the hepatobiliary phase ( OR=0.236, 95% CI 0.093-0.596, P=0.002) as independent predictive factors for TLS-positivity. The imaging model based on these two features yielded an AUC of 0.764 (95% CI 0.709-0.809) for predicting TLS-positivity. When combined with AFP levels, the resulting clinical-imaging model achieved a superior AUC of 0.784 (95% CI 0.732-0.829), which was significantly higher than that of the imaging model alone ( Z=2.20, P=0.028). A nomogram was constructed based on the clinical-imaging model. The calibration curve demonstrated good predictive performance of the nomogram, and the DCA showed that the curve remained above the default line across a range of reasonable threshold probabilities, indicating that patients could derive clinical benefit. Conclusion:A nomogram model based on Gd-EOB-DTPA enhanced MRI features combined with AFP levels can effectively predict the presence of TLS in HCC.
8.Investigation and control of 2 cases of hospital-acquired Enterococcus faecium infection in a neonatal intensive care unit
Chaomin GUO ; Mingmei DU ; Huan LI ; Hongwu YAO ; Yunxi LIU ; Kun YE ; Xiaoming ZHANG
Chinese Journal of Nosocomiology 2025;35(16):2427-2431
OBJECTIVE To investigate a suspected hospital-acquired infection cluster of Enterococcus faecium(Efm)in a neonatal intensive care unit(NICU)of the First Medical Center of Chinese PLA General Hospital,identify the source of infection and transmission routes,and provide a reference for precise prevention and control of hospital-acquired infections.METHODS Epidemiological investigations and environmental microbiological sam-pling were conducted for two neonates with Efm bloodstream infections in the NICU in Jul.2024 to detect Efm in the ward environment.Whole-genome average nucleotide identity(ANI)and multilocus sequence typing(MLST)were used to analyze the homology,drug resistance,and virulence factors of Efm isolates from patients and envi-ronments.Targeted intervention measures were proposed.RESULTS Two cases of Efm bloodstream infection were detected.A total of 37 environmental specimens were collected,and 2 were cultured Efm(the wipe dispenser o-pening and incubator handle of the patients).The drug susceptibility testing results of 2 environmental specimens were consistent with those of the two patient specimens.Genomic analysis confirmed high homology(ANI>99.99%)among the four Efm isolates.After implementing a series of measures including centralized isolation,strict hand hygiene,thorough environmental cleaning and disinfection,strict disinfection and management of inva-sive devices,enhanced grouping of medical staff for diagnosis and treatment,the incident was effectively con-trolled.CONCLUSIONS This incident can be determined as cluster of hospital-acquired infection with Enterococcus faecium in the neonatal intensive care unit.The wet wipes are the source or transmission medium of contamina-tion.Inadequate disinfection of items and the environment,and insufficient hand hygiene of medical staff are the main reasons for this infection outbreak.Early identification of abnormal cluster of infection,investigation of the source of infection and transmission routes and timely implementation of targeted measures are the keys for preventing infection outbreaks.
9.Effects of Kanxin Powder on Neuroinflammation in APP/PS1 Mice Based on WDFY1/TLR4/NF-κB Signaling Pathway
Yali YANG ; Dongyu MIN ; Yongming LIU ; Changbin YUAN ; Yetao JU ; Yuanyu LIANG ; Meijia CHENG ; Xiaoming HE ; Changyang YU ; Li ZHANG
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(5):90-97
Objective To observe the effect of Kaixin Powder on neuroinflammation in APP/PS1 mice by regulating WDFY1/TLR4/NF-κB signaling pathway;To explore its mechanism of intervening in Alzheimer disease(AD).Methods APP/PS1 transgenic mice were randomly divided into model group,donepezil hydrochloride group(0.66 mg/kg),and Kaixin Powder low-,medium-and high-dosage groups(1.625,3.25,6.5 g/kg),C57BL/6J mice were set as blank control group,with 8 mice in each group,and corresponding drug intervention was given to medicaction group for 24 weeks.Morris water maze,Y maze and novel object recognition experiments were conducted to assess the cognitive function and learning and memory abilities of mice,immunohistochemical staining was used to detect the deposition of β-amyloid protein(Aβ)in hippocampus,the morphology and Nissl bodies of hippocampal CA1 neurons were observed using HE staining and Nissl staining,ELISA was used to detect the serum contents of interleukin(IL)-6,IL-17,IL-1β and tumor necrosis factor-α(TNF-α),Western blot was used to detect the protein expression of calcium-binding adapter molecule 1(Iba1),glial fibrillary acidic protein(GFAP),WDFY1,Toll like receptor 4(TLR4),Toll like receptor associated molecule(TRAM),TIR domain adapter protein(TRIF),NF-κB p65 and p-NF-κB p65 in hippocampal tissue,RT-qPCR was used to detect the mRNA expression of WDFY1,TLR4,TRAM,TRIF and NF-κB p65 in hippocampal tissue.Results Compared with the blank control group,the model group had significantly prolonged escape latency,reduced platform crossings,decreased autonomous reaction alternation rate and relative recognition index(P<0.05,P<0.01),with increased deposition of Aβ in hippocampal tissue(P<0.01),damaged morphological structure of neurons,reduced number of neurons and Nissl bodies,the serum contents of IL-6,IL-17,IL-1β and TNF-α significantly increased,the expression of Iba1,GFAP,WDFY1,TLR4,TRAM,TRIF,p-NF-κB p65 protein and WDFY1,TLR4,TRAM,TRIF mRNA in hippocampal tissue significantly increased(P<0.01).Compared with the model group,Kaixin Powder groups and donepezil hydrochloride group had significantly shortened escape latency and increased platform crossings,autonomous reaction alternation rate and relative recognition index(P<0.05,P<0.01),hippocampal Aβ deposition reduced in Kaixin Powder medium-,high-dosage groups and donepezil hydrochloride group,the morphological structure of neurons recovered,the number of neurons and Nissl bodies increased,the serum contents of IL-6,IL-17,IL-1β and TNF-α significantly decreased(P<0.05,P<0.01),and the protein expression of Iba1,GFAP,WDFY1,TLR4,TRAM,TRIF,p-NF-κB p65 and the mRNA expressions of WDFY1,TLR4,TRAM and TRIF in hippocampal tissue significantly decreased(P<0.05,P<0.01).Conclusion Kaixin Powder can improve cognitive function and learning and memory abilities in AD model mice,alleviate hippocampal neuron damage and Aβ deposition,inhibit the activation of microglia and astrocytes,and thereby reduce serum inflammatory cytokine release.Its mechanism may be related to regulating the WDFY1/TLR4/NF-κB signaling pathway to inhibit neuroinflammation.
10.Study of a nomogram model of gadoxetate disodium-enhanced magnetic resonance imaging for the preoperative diagnosis of proliferative hepatocellular carcinoma and its value
Fengxi CHEN ; Dajing GUO ; Yang XU ; Jie CHENG ; Yiman LI ; Guolei CHEN ; Xiaoming LI
Chinese Journal of Hepatology 2025;33(3):227-236
Objective:To develop and explore the clinical value of a nomogram model for the preoperative diagnosis of proliferative hepatocellular carcinoma (HCC) based on gadoxetate disodium (Gd-EOB-DTPA) enhanced magnetic resonance imaging (MRI).Methods:The preoperative Gd-EOB-DTPA-enhanced MRI data and clinical pathological data of patients with pathologically confirmed proliferative (178 cases) and non-proliferative type HCC (378 cases) from September 2017 to November 2022 were retrospectively collected. The MRI features and clinicopathological features of proliferative and non-proliferative type HCC were evaluated. Multivariate logistic regression analysis was used to determine the independent predictive factors of proliferative-type HCC. The nomogram prediction model was constructed using R software. The receiver operating characteristic curve (ROC) was used to evaluate its diagnostic efficacy. The calibration curve and decision curve analysis (DCA) were drawn to evaluate the calibration performance and clinical application value of the nomogram model. The optimal threshold for distinguishing high-risk from low-risk was determined using the Youden index. The survival prognosis of proliferative and non-proliferative type HCC was analyzed and compared using the Kaplan-Meier survival curve and the log-rank test. The measurement data were analyzed using the independent sample t-test or the Mann-Whitney U test. The count data were compared using the χ2 test. Results:There were statistically significant differences in alpha-fetoprotein (AFP) levels ( χ2=17.244, P<0.001), tumor morphology ( χ2=13.669, P<0.001), intratumoral fatty degeneration ( χ2=10.495, P=0.001), abnormal enhancement of peritumoral abnormalities during arterial phase ( χ2=37.662, P<0.001), tumor capsule ( χ2=23.961, P<0.001), intratumoral necrosis ( χ2=77.184, P<0.001), intratumoral hemorrhage ( χ2=4.892, P=0.027), peritumoral hypointense in hepatobiliary phase ( χ2=47.675, P<0.001), rim arterial phase hyperenhancement ( χ2=115.976, P<0.001), intratumoral artery ( χ2=15.528, P<0.001) and intravenous tumor thrombus ( χ2=10.532, P=0.001) between proliferative and non-proliferative type HCC groups. Multivariate logistic regression analysis showed that AFP>200 μg/L ( OR=1.561, P=0.044), no intratumoral fatty degeneration ( OR=1.947, P=0.033), intratumoral necrosis ( OR=2.084, P=0.003), peritumoral hypointensity in the hepatobiliary phase ( OR=2.314, P=0.001), and annular hyperenhancement in the arterial phase ( OR=5.557, P<0.001) were independent predictors for preoperative diagnosis of proliferative-type HCC. A nomogram model for preoperative prediction of proliferative type HCC was constructed based on the independent predictors. The area under the ROC curve model for predicting proliferative-type HCC was 0.772 (95% CI: 0.735-0.807), with a sensitivity of 69.1% and a specificity of 75.4%. The calibration curve and DCA curve showed superior calibration performance and clinical applicability of the nomogram model. The Kaplan-Meier curve showed that the recurrence free survival rate after liver resection was significantly lower in patients with proliferative-type HCC than that of non-proliferative-type HCC ( P<0.001), and the high-risk group was significantly lower than the low-risk group ( P<0.001). Conclusions:The construction of a nomogram model based on Gd-EOB-DTPA-enhanced MRI features combined with AFP >200μg/L can accurately diagnose proliferative-type HCC and predict its preoperative prognosis.

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