1.Adaptive multi-view learning method for enhanced drug repurposing using chemical-induced transcriptional profiles,knowledge graphs,and large language models
Yudong YAN ; Yinqi YANG ; Zhuohao TONG ; Yu WANG ; Fan YANG ; Zupeng PAN ; Chuan LIU ; Mingze BAI ; Yongfang XIE ; Yuefei LI ; Kunxian SHU ; Yinghong LI
Journal of Pharmaceutical Analysis 2025;15(6):1354-1369
Drug repurposing offers a promising alternative to traditional drug development and significantly re-duces costs and timelines by identifying new therapeutic uses for existing drugs.However,the current approaches often rely on limited data sources and simplistic hypotheses,which restrict their ability to capture the multi-faceted nature of biological systems.This study introduces adaptive multi-view learning(AMVL),a novel methodology that integrates chemical-induced transcriptional profiles(CTPs),knowledge graph(KG)embeddings,and large language model(LLM)representations,to enhance drug repurposing predictions.AMVL incorporates an innovative similarity matrix expansion strategy and leverages multi-view learning(MVL),matrix factorization,and ensemble optimization techniques to integrate heterogeneous multi-source data.Comprehensive evaluations on benchmark datasets(Fdata-set,Cdataset,and Ydataset)and the large-scale iDrug dataset demonstrate that AMVL outperforms state-of-the-art(SOTA)methods,achieving superior accuracy in predicting drug-disease associations across multiple metrics.Literature-based validation further confirmed the model's predictive capabilities,with seven out of the top ten predictions corroborated by post-2011 evidence.To promote transparency and reproducibility,all data and codes used in this study were open-sourced,providing resources for pro-cessing CTPs,KG,and LLM-based similarity calculations,along with the complete AMVL algorithm and benchmarking procedures.By unifying diverse data modalities,AMVL offers a robust and scalable so-lution for accelerating drug discovery,fostering advancements in translational medicine and integrating multi-omics data.We aim to inspire further innovations in multi-source data integration and support the development of more precise and efficient strategies for advancing drug discovery and translational medicine.
2.CHAF1B promotes the progression of lung squamous-cell carcinoma by inhibiting SETD7 expression.
Zhuo ZHENG ; Yongfang LIN ; Hua GUO ; Zheng LIU ; Xiaoliang JIE ; Guizhen WANG ; Guangbiao ZHOU
Frontiers of Medicine 2025;19(2):318-328
The p60 subunit of the chromatin assembly factor-1 complex, that is, chromatin assembly factor-1 subunit B (CHAF1B), is a histone H3/H4 chaperone crucial for the transcriptional regulation of cell differentiation and self-renewal. CHAF1B is overexpressed in several cancers and may represent a potential target for cancer therapy. However, its expression and clinical significance in lung squamous-cell carcinoma (LUSC) remain unclear. In this study, we performed weighted gene correlation network analysis to analyze the Gene Expression Omnibus GSE68793 LUSC dataset and identified CHAF1B as one of the most important driver gene candidates. Immunohistochemical analysis of 126 LUSC tumor samples and 80 adjacent normal lung tissues showed the marked upregulation of CHAF1B in tumor tissues and the negative association of its expression level with patient survival outcomes. Silencing of CHAF1B suppressed LUSC proliferation in vitro and LUSC tumor growth in vivo. Furthermore, bulk RNA sequencing of CHAF1B knockdown cells indicated SET domain containing 7 (SETD7) as a significant CHAF1B target gene. In addition, CHAF1B competitively binds to the SETD7 promoter region and represses its transcription. Altogether, these results imply that CHAF1B plays a vital role in LUSC tumorigenesis and may represent a potential molecular target for this deadly disease.
Humans
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Lung Neoplasms/metabolism*
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Histone-Lysine N-Methyltransferase/metabolism*
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Carcinoma, Squamous Cell/metabolism*
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Gene Expression Regulation, Neoplastic
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Disease Progression
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Cell Proliferation/genetics*
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Cell Line, Tumor
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Chromatin Assembly Factor-1/metabolism*
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Animals
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Mice
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Male
;
Female
3.Adaptive multi-view learning method for enhanced drug repurposing using chemical-induced transcriptional profiles, knowledge graphs, and large language models.
Yudong YAN ; Yinqi YANG ; Zhuohao TONG ; Yu WANG ; Fan YANG ; Zupeng PAN ; Chuan LIU ; Mingze BAI ; Yongfang XIE ; Yuefei LI ; Kunxian SHU ; Yinghong LI
Journal of Pharmaceutical Analysis 2025;15(6):101275-101275
Drug repurposing offers a promising alternative to traditional drug development and significantly reduces costs and timelines by identifying new therapeutic uses for existing drugs. However, the current approaches often rely on limited data sources and simplistic hypotheses, which restrict their ability to capture the multi-faceted nature of biological systems. This study introduces adaptive multi-view learning (AMVL), a novel methodology that integrates chemical-induced transcriptional profiles (CTPs), knowledge graph (KG) embeddings, and large language model (LLM) representations, to enhance drug repurposing predictions. AMVL incorporates an innovative similarity matrix expansion strategy and leverages multi-view learning (MVL), matrix factorization, and ensemble optimization techniques to integrate heterogeneous multi-source data. Comprehensive evaluations on benchmark datasets (Fdataset, Cdataset, and Ydataset) and the large-scale iDrug dataset demonstrate that AMVL outperforms state-of-the-art (SOTA) methods, achieving superior accuracy in predicting drug-disease associations across multiple metrics. Literature-based validation further confirmed the model's predictive capabilities, with seven out of the top ten predictions corroborated by post-2011 evidence. To promote transparency and reproducibility, all data and codes used in this study were open-sourced, providing resources for processing CTPs, KG, and LLM-based similarity calculations, along with the complete AMVL algorithm and benchmarking procedures. By unifying diverse data modalities, AMVL offers a robust and scalable solution for accelerating drug discovery, fostering advancements in translational medicine and integrating multi-omics data. We aim to inspire further innovations in multi-source data integration and support the development of more precise and efficient strategies for advancing drug discovery and translational medicine.
4.Effects of total flavonoid extracted from Xiaobuxin-Tang on local field potentials of the frontal cortexin mice
Jin YANG ; Jincao LI ; Shuzhuo ZHANG ; Yankai WANG ; Renhong QIU ; Yongfang GU ; Rui XUE ; Shuo LI ; Yang ZHANG ; Qiongyin FAN ; Youzhi ZHANG ; Shuang LIU
Military Medical Sciences 2025;49(10):747-753
Objective To investigate the pharmacological mechanism through which total flavonoids extracted from Xiaobuxin-Tang(XBXT-2)affects neural network activities in the frontal cortex by focusing on the effects of XBXT-2 on the cortical field potentials in the frontal association cortex(FrA)in mice.Methods Cortical electrodes were implanted into the skull of C57BL/6J mice targeting the FrA.After a 7-day recovery period,the mice were administered XBXT-2 intragastrically at a dose of 100 mg/kg,and 1 hour later,local field potential(LFP)in the FrA were recorded for 30 minutes.Spectral analysis of the data was performed using Neuro Explorer software.Changes in the power spectral density of α,β,θ,γ,and δ frequency bands before and after drug administration were analyzed using GraphPad Prism 10.3.Phase-amplitude coupling of θ and γ oscillations was analyzed using Matlab 2021 software.Results It was found that the oral administration of XBXT-2 significantly suppressed high-frequency γ oscillations while simultaneously enhancing θ,β,α,and δ oscillations in FrA of mice compared to the control.Furthermore,XBXT-2 treatment markedly strengthened the phase-amplitude coupling between θ and γ oscillations.Conclusion XBXT-2 possibly affects emotional and cognitive functions by modulating neural network activity in FrA and enhancing θ-γ phase-amplitude coupling in mice.
5.Protective Effect of Tongluo Baoshen Prescription-containing Serum on Lipopolysaccharide-induced Podocyte Injury of Rats
Yongfang LIU ; Tiantian YIN ; Huiyang LIU ; Rui HUANG ; Zhiying FENG ; Li ZHOU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(10):139-148
ObjectiveTo observe the effects of Tongluo Baoshen prescription (TLBS)-containing serum on the rat podocyte injury induced by lipopolysaccharide (LPS) and explore the potential mechanisms. MethodsSD rats were used to prepare the blank serum, losartan potassium-containing serum, and low-, medium-, and high-dose TLBS-containing sera. Rat podocytes were cultured in vitro, and the effects of drug-containing sera on podocyte viability were detected by the cell counting kit-8 (CKK-8) method. The optimal intervention volume fraction of drug-containing sera and the optimal concentration of LPS for inducing the podocyte injury were determined. Rat podocytes were grouped as follows: normal control (NC, 10% blank serum), model control (MC, 20.00 mg·L-1 LPS+10% black serum), losartan potassium (LP, 20.00 mg·L-1 LPS+10% losartan potassium-containing serum), low-dose TLBS (TLBS-L, 20.00 mg·L-1 LPS+10% low-dose TLBS-containing serum), medium-dose TLBS (TLBS-M, 20.00 mg·L-1 LPS+10% medium-dose TLBS-containing serum), and high-dose TLBS (TLBS-H, 20.00 mg·L-1 LPS+10% high-dose TLBS-containing serum), and the interventions lasted for 48 h. The ultrastructure of podocytes was observed under a transmission electron microscope. The podocyte apoptosis was detected by the terminal deoxynucleoitidyl transferase mediated nick-end labeling (TUNEL) kit. Immunofluorescence was used to detect the expression of gasdermin D N-terminal fragment (GSDMD-NT) in podocytes. The mRNA and protein levels of G protein-coupled receptor family C group 5 member B (GPRC5B), nuclear factor-κB (NF-κB) p50, NF-κB p52, NF-κB p65, Rel B, c-Rel, NOD-like receptor protein 3 (NLRP3), cysteinyl aspartate-specific protease-1 (Caspase-1), GSDMD-NT, interleukin (IL)-1β, IL-18, nephrin, integrin α3, and integrin β1 in podocytes were determined by real-time quaritiative polymerase chain reaction (Real-time PCR) and Western blot, respectively. ResultsCompared with the NC group, the MC group showed reduced podocyte protrusions and organelles, segmental missing of cell membranes, increased and swollen mitochondria, irregular nuclear membranes, light chromatin, increased TUNEL fluorescence-positive nuclei (P<0.01), obviously enhanced fluorescence intensity of GSDMD-NT, up-regulated mRNA and protein levels of GPRC5B, NF-κB p50, NF-κB p52, NF-κB p65, Rel B, c-Rel, NLRP3, caspase-1, GSDMD-NT, IL-1β, and IL-18 (P<0.01), and down-regulated mRNA and protein levels of nephrin, integrin α3, and integrin β1 (P<0.01) in podocytes. Compared with the MC group, the LP, TLBS-M, and TLBS-H groups showed improved ultrastructure of podocytes with increased protrusions, intact cell membranes, reduced organelles, and alleviated mitochondrial swelling, decreased TUNEL fluorescence-positive nuclei (P<0.01), weakened fluorescence intensity of GSDMD-NT, down-regulated mRNA and protein levels of GPRC5B, NF-κB p50, NF-κB p52, NF-κB p65, Rel B, c-Rel, NLRP3, caspase-1, GSDMD-NT, IL-1β, and IL-18 (P<0.01), and up-regulated mRNA and protein levels of nephrin, integrin α3, and integrin β1 (P<0.05, P<0.01). Moreover, the changes above were the most obvious in the TLBS-H group. ConclusionThe TLBS-containing serum can regulate the GPRC5B/NF-κB/NLRP3 pathway to inhibit pyroptosis, thereby ameliorating the podocyte injury induced by LPS.
6.Construction and validation of a risk prediction model for bacterial liver abscess-induced sepsis
Journal of Public Health and Preventive Medicine 2025;36(6):157-161
Objective Develop a risk prediction model for patients with bacterial liver abscess complicated by sepsis, and validate its predictive performance. Methods Clinical data were collected from 233 patients with bacterial liver abscesses admitted to our hospital between January 2019 and October 2024. Based on the occurrence of sepsis, the patients were categorized into a sepsis group (n=29) and a non-sepsis group (n=204). After conducting univariate analysis and subsequently multivariate Logistic regression analysis, the influencing factors were identified for the construction of a nomogram prediction model. The discrimination of the model was evaluated by the AUC of the ROC curve. The calibration of the model was assessed using the calibration curve and the Hosmer-Lemeshow test. The clinical utility of the model was evaluated through decision curve analysis. Results Age, history of hepatobiliary invasive procedures within three months, coexistence of malignancy, abscess location, blood culture results, and PCT levels are independent factors influencing the development of sepsis in patients with PLA (P < 0.05). The AUC of the model was 0.942, with a sensitivity of 92.6% and a specificity of 89.7%. Both calibration curves and the Hosmer-Lemeshow goodness-of-fit test for the model indicate good model calibration. The decision curves for model indicate that the model yields a favorable net benefit when applied to patients falling within the specified range of predicted probabilities. Conclusion The nomogram prediction model constructed in this study for sepsis in patients with PLA demonstrates good predictive value and can provide a reference for early identification of sepsis in PLA patients.
7.Study on the Mechanism of Tongluo Baoshen Decoction in Regulating Gprc5b/NF-κB/NLRP3 Pathway to Improve Podocyte Injury in IgA Nephropathy Rats
Yongfang LIU ; Li ZHOU ; Huiyang LIU ; Jianfeng DAI ; Yinghua LIU ; Bangming CHEN ; Xuefei LIN ; Taiwang YANG ; Xingyu LIU ; Yi FU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(6):112-120
Objective To explore the mechanism of Tongluo Baoshen Decoction in improving podocyte injury in rats with IgA nephropathy based on Gprc5b/NF-κB/NLRP3 pathway.Methods Totally 130 SPF-grade male SD rats were randomly divided into a normal group(n=20)and a modeling group(n=110).The IgA nephropathy model was established using a compound modeling method,and 100 modeling rats were randomly divided into model group,losartan potassium group(5 mg/kg),and Tongluo Baoshen Decoction low-,medium-,and high-dosage groups(5.3,10.6,21.2 g/kg),with 20 rats in each group.The administration group was given the corresponding dosage of medication by gavage,while the normal group and model group were given an equal amount of distilled water by gavage once a day.After 4 and 8 weeks of administration,urine samples were collected for 24 hours,and blood and kidney tissue specimens were collected.24-hour urinary protein quantification(24 h-UTP),urinary Nephrin,serum creatinine(SCr),blood urea nitrogen(BUN)and blood uric acid(BUA)contents were detected;RT-qPCR and Western blot were used to detect the expressions of G protein coupled receptor C-family 5b(Gprc5b),nuclear factor(NF)-κB p50,NOD like receptor protein 3(NLRP3),Caspase-1,interleukin(IL)-1β,Nephrin mRNA and protein in renal tissue,respectively;HE,PAS,PASM,Masson staining were used to observe the morphology of renal tissue,immunofluorescence was used to observe IgA deposition in the mesangial area of renal tissue,and transmission electron microscopy was used to observe the ultrastructure of podocytes.Results Compared with the normal group,the model group rats showed significantly increased contents of 24 h-UTP,urinary Nephrin and BUA(P<0.01),the mRNA and protein expressions of Gprc5b,NF-κB p50,NLRP3,Caspase-1 and IL-1β in renal tissue were significantly increased(P<0.01),while the mRNA and protein expressions of Nephrin were significantly decreased(P<0.01),with mild to moderate proliferation of mesangial cells in the glomerulus,increased mesangial matrix,and immunofluorescence showed clustered and linear deposition of IgA in the mesangial area,electron microscopy showed partial fusion of the foot processes.Compared with the model group,the 24 h-UTP and urinary Nephrin contents in different dosage groups of Tongluo Baoshen Decoction and the losartan potassium group after 4 and 8 weeks administration significantly decreased(P<0.01),with a decrease in BUA content in Tongluo Baoshen Decoction high-dosage group(P<0.05),the mRNA and protein expressions of Gprc5b,NF-κB p50,NLRP3,Caspase-1 and IL-1β in renal tissue of Tongluo Baoshen Decoction groups and losartan potassium group decreased(P<0.05,P<0.01),while the mRNA and protein expressions of Nephrin increased(P<0.05,P<0.01),with the proliferation of mesangial cells,the increase of mesangial matrix,the deposition of IgA in the mesangial area,and the fusion of foot processes in renal tissue were alleviated to varying degrees in different dosage groups of Tongluo Baoshen Decoction,with the most significant improvement observed in the high-dosage group.Compared with the 4-week administration,Tongluo Baoshen Decoction high-dose group showed further reductions in 24 h-UTP and urinary Nephrin contents after 8 weeks of administration(P<0.01),further decreases in the mRNA and protein expressions of Gprc5b,NF-κB p50,NLRP3,Caspase-1 and IL-1β in renal tissue(P<0.05,P<0.01),and further increases in the mRNA and protein expressions of Nephrin(P<0.01).Conclusion Tongluo Baoshen Decoction can reduce proteinuria,alleviate renal tissue lesions and improve podocyte injury in IgA nephropathy rats,and its mechanism may be related to the inhibition of Gprc5b/NF-κB/NLRP3 pathway in renal tissue.
8.Study on the Mechanism of Tongluo Baoshen Decoction Intervening IgA Nephropathy Rats
Yongfang LIU ; Rui HUANG ; Huiyang LIU ; Jianfeng DAI ; Yinghua LIU ; Xingyu LIU ; Zhiying FENG ; Tiantian YIN ; Li ZHOU
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(8):105-113
Objective To observe the therapeutic effects of Tongluo Baoshen Prescription on IgA nephropathy rats;To explore its mechanism.Methods Totally 130 SD rats were randomly divided into a normal group(20 rats)and a modeling group(110 rats).After establishing the IgA nephropathy model,the modeling group was further randomly divided into the model group,losartan potassium group and Tongluo Baoshen Prescription low-,medium-and high-dosage groups,with 20 rats in each group.Tongluo Baoshen Prescription low-,medium-and high-dosage groups were administered at dosages of 5.3,10.6 and 21.2 g/kg respectively,the losartan potassium group was given with the dosage of 5 mg/kg,the normal group and model group were given an equivalent amount of distilled water by gavage once daily.Blood,urine and kidney tissue samples were collected after 4 and 8 weeks of administration.The hemoglobin content was detected,urinary IL-1β,integrin α3β1 and serum albumin contents were detected by ELISA,and the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue were detected by RT-qPCR and Western blot,the apoptosis of renal tissue at 8 weeks of administration was detected by TUNEL staining,the expression of C3c in renal tissue was detected by immunofluorescence,the co-expression of Gprc5b,Caspase-1,NLRP3 and Nephrin were detected by immunofluorescence double labeling,the expression of Gprc5b and Nephrin in renal tissue were detected by immunohistochemistry.Results Compared with the normal group,the model group rats showed significantly increased contents of urinary IL-1β and integrin α3β1(P<0.01),with further increases in urinary integrin α3β1 over time(P<0.05);the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue significantly increased(P<0.01),and the proportion of apoptosis-positive cells in renal tissue significantly increased(P<0.01),immunofluorescence results revealed that C3c exhibited granular and clumpy high-intensity deposition in the mesangial area and capillary loops of the glomeruli(P<0.01),immunofluorescence double labeling showed that the expression of Gprc5b,Caspase-1 and NLRP3 in renal tissue increased(P<0.01),while Nephrin expression significantly decreased(P<0.01),immunohistochemistry analysis showed that the positive expression of Gprc5b in renal tissue significantly increased(P<0.01),while Nephrin significantly decreased(P<0.01).Compared with the model group,the urinary IL-1β and integrin α3β1 contents in the losartan potassium group and Tongluo Baoshen Prescription groups reduced after 4 and 8 weeks of treatment(P<0.05,P<0.01);the mRNA and protein expressions of NF-κB p52,NF-κB p65,Rel B,c-Rel and Desmin in renal tissue decreased(P<0.05,P<0.01),and the proportion of apoptosis-positive cells in renal tissue decreased(P<0.05),the C3c deposition in renal tissue was diminished(P<0.05,P<0.01),immunofluorescence double labeling showed that the expression of Gprc5b,Caspase-1 and NLRP3 in renal tissue were decreased(P<0.05,P<0.01),while Nephrin expression increased(P<0.05,P<0.01),immunohistochemistry analysis showed that the positive expression of Gprc5b in renal tissue decreased(P<0.05,P<0.01),while Nephrin expression increased(P<0.05,P<0.01).Conclusion Tongluo Baoshen Prescription has a protective effect on the kidney of IgA nephropathy rats,and it can improve podocyte injury.The mechanism may be related to the inhibition of the Gprc5b/NF-κB/NLRP3 pathway.
9.Summary of best evidence for implementation strategies in postpartum contraception health education
Rongyi CHEN ; Yongfang DENG ; Yingying LI ; Qiong LIU ; Chengxuan CHEN ; Lichuan ZHOU ; Yan LIN
Chinese Journal of Reproduction and Contraception 2025;45(9):924-931
Objective:To search, evaluate, and summarize the best evidence for postpartum contraceptive health guidance, providing evidence-based support for clinical healthcare providers in implementing standardized contraceptive counseling and management.Methods:A systematic search was conducted across guideline repositories, professional association websites, and databases for literature related to postpartum contraception guidance, including guidelines, best practices, expert consensus, and systematic reviews, with a search timeframe from database inception to December 2023. Four researchers independently evaluated the quality of the included studies, extracted relevant data, and synthesized evidence from eligible literature.Results:According to the inclusion and exclusion criteria, 18 documents were included, comprising 5 guidelines, 2 clinical decision-making documents, 1 best practice document, 4 expert consensus statements, and 6 meta-analyses or systematic reviews. Totally 46 pieces of best evidence were summarized from 9 aspects, including health educators, health education recipients, assessment, planning, mode and content of health education, available contraceptive methods, evaluation index of health education, and considerations.Conclusion:This study systematically synthesizes the best available evidence on postpartum contraceptive health guidance. It emphasizes strengthening the competencies of clinical practitioners, supported by structured assessments and standardized guidance, to improve the feasibility and accessibility of contraceptive services. It further highlights the importance of ensuring the long-term sustainability of contraceptive plans and integrating digital tools to enhance the precision and coverage of guidance, ultimately reducing unintended and short-interval pregnancies and safeguarding women's reproductive health.
10.A comparative study of asymmetrical prominent veins sign in stroke based on susceptibility maps and phase maps
Yongfang YIN ; Yan LIANG ; Yuhuan WANG ; Hao FANG ; Haibo LIU ; Yanling ZHAO
Journal of Practical Radiology 2025;41(10):1600-1603
Objective To explore the value of the minimum intensity projection(minIP)images generated by post-processing of susceptibility weighted imaging(SWI)and corrected phase image(CPI)in evaluating the asymmetrical prominent veins sign(APVS)in acute ischemic stroke.Methods A retrospective analysis was conducted on 86 patients with acute ischemic stroke.Group A underwent conventional SWI reconstruction to generate minIP images,while group B used CPI for re-reconstruction to produce minIP images.Both groups used the same scanning method but different post-processing techniques to generate two sets of images,with each group consisted of 86 patients.Two deputy chief physicians of imaging diagnostics scored subjectively with a double-blind 5-point method to compare the ability of the two groups to display APVS and analyze the display rate of APVS.Results The subjective scores of group B were significantly higher than those of group A,with a statistically significant difference(P<0.05).The display rates of APVS in groups A and B were 67.44%and 73.26%respectively.Group B had a higher display rate of APVS below the tentorium cerebelli than above it.Conclusion The minIP images generated by CPI post-processing can achieve the effects similar to phase difference enhanced imaging(PADRE),and is superior to SWI reconstruction method in displaying APVS.It can be used as a supplementary post-processing method when acute stroke shows poor APVS,which has practical clinical application value and can provide more imaging basis for clinical practice.


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