1.Artificial intelligence-based sequential ultrasound-MRI strategy for ovarian masses:dual evaluation of diagnostic accuracy and healthcare costs
Jingjing YU ; Ruixia DAI ; Xiaomin LIU ; Peijun HU ; Xiaochen WANG ; Sihui HU ; Shanshan ZHANG ; Wenqian WANG ; Yu TIAN ; Jiale QIN
Chinese Journal of Ultrasonography 2025;34(9):759-765
Objective:To develop an artificial intelligence(AI)-based sequential ultrasound-magnetic resonance imaging(US-MRI)diagnostic strategy to optimize the imaging workflow for ovarian masses.Methods:A total of 1 120 patients with pathologically confirmed ovarian masses who underwent both preoperative pelvic ultrasound and MRI between January 2021 and December 2023 at Women's Hospital,Zhejiang University School of Medicine were retrospectively included. Patients were randomly divided into the training( n=672)and internal test set( n=448)at a ratio of 6∶4. An external test set( n=128)was established at the Forth Affiliated Hospital of School of Medicine. Deep learning was used for automated segmentation of MRI lesions,followed by radiomic feature extraction and machine learning classification to construct both a US-MRI multimodal model and sequential US-MRI strategy. Diagnostic performance and potential healthcare cost-saving effects were evaluated across strategies. Results:In the internal test set( n=448),the AI-based sequential US-MRI strategy achieved a F1 score of 0.863 and a diagnostic accuracy of 82.14%,with no significant difference compared to the US-MRI multi-modal model( P>0.05). The sequential strategy identified 82 cases(18.30%,82/448)of patients as low-risk true negatives during initial ultrasound screening,suggesting a potential to reduce the need for MRI examinations in future clinical practice. In the external test set( n=128),the strategy achieved an F1 score of 0.800 and a confirmed diagnosis rate of 85.94%,with a theoretical reduction of 26.56%(34 cases)in MRI utilization while maintaining a diagnostic accuracy rate higher than that of the multi-modal model(82.18%). Conclusions:The AI-based US-MRI sequential diagnostic strategy demonstrates favorable diagnostic accuracy while offering the potential to optimize MRI utilization. This approach may enhance the efficiency of imaging resource allocation and reduce healthcare burden in the management of ovarian masses.
2.Evaluation of Gradient-Variant Quantum Dot Fluorescence Technology for Rapid Detection of Brucella
Jiquan LI ; Xintong WANG ; Jianling WANG ; Shengnan TIAN ; Cunzhe ZHAO ; Xiaochen WANG ; Wenxiu JIAN ; Shengyu LI ; Qingwen ZHANG ; Lei ZHOU
Journal of Sichuan University (Medical Sciences) 2025;56(5):1208-1214
Objective To establish a brucellosis monitoring and testing technique applicable for the rapid field screening of natural epidemic diseases.Methods A rapid testing technique for Brucella was developed based on a double-antibody sandwich testing model using gradient-variant quantum dots as fluorescent tracers.The sensitivity,linearity,precision,and specificity of the technique were evaluated using suspensions of standard Brucella strains.Methodological comparisons across different sample types were conducted to assess the consistency of the test results.Results The gradient-variant quantum dots detection method was evaluated with standard Brucella strains,exhibiting a sensitivity of 1×103 CFU/mL and a linear correlation coefficient(r)of 0.994(95%CI,0.933-1.055).The maximum coefficient of variation was 12.94%in repeated tests,showing good specificity.A comparative assessment of 305 clinical samples was conducted using the Brucella gradient-variant quantum dots detection method,the Rose Bengal plate agglutination test(RBT),and the serum agglutination test(SAT),yielding a Kappa value of 0.95,indicating almost perfect agreement.Additionally,a comparative assessment of 110 environmental samples collected on-site was conducted using the Brucella gradient-variant quantum dots detection method and quantitative real-time PCR(qPCR).The Kappa values for aerosol collection fluid,surface wipes,and wool samples were all above 0.83,demonstrating near-perfect agreement.For fecal and soil samples,the Kappa values were above 0.62,indicating substantial agreement.Conclusion The Brucella detection method based on gradient-variant quantum dots technology is simple and can be conducted rapidly.The detection method demonstrates high sensitivity,linearity,precision,and specificity.It shows consistent performance in clinical sample testing.It is well-suited for field rapid screening of natural epidemic diseases in field settings and shows good application prospects in the monitoring,prevention,and rapid detection of zoonotic diseases.
3.Construction of a multi-epitope gene vaccine for chicken infectious bronchitis and evaluation of its immunization effect
Tingting LIU ; Xinyuan WANG ; Xiaochen ZHU ; Haoyu LIU ; Dongchao ZHANG ; Tian-ming JIN
Chinese Journal of Veterinary Science 2025;45(9):1857-1867
To construct a safe and effective multi-epitope vaccine against the S1 protein of chicken infectious bronchitis virus(IBV).In this study,homologous and non-homologous dominant epitopes of IBV M41,T,QX and H120 virulent strain S1 proteins were screened by various online bioprediction software,respectively,and a new peptide W with high immunogenicity was construc-ted by connecting the screened B-cell and T-cell epitopes with a linker peptide.W was ligated to the truncated sequence of the four viral strains by T2A yietding to the eukaryotic expression vector pEGFP-N1,and it was identified by PCR and double digestion,the obtained recombinant plasmid was transfected into HEK293A cells and target protein expression was measured by Western blot.The constructed plasmid was injected intramuscularly twice to detect the antibody level,cytokine level,and peripheral blood T cell subsets were detected after two immunizations.The epitope pro-tein W was successfully constructed,which was structurally stable,antigenic,and soluble;the re-combinant plasmid pEGFP-WMQtH,pEGFP-W,and pEGFP-MQtH matched the expected size;anti-IBV IgG antibody levels in pEGFP-N1 was increased greatly compared to the PBS group.cyto-kines IL-2,and γ interferon(IFN-γ)were increased greatly(P<0.05);peripheral blood CD4+/CD8a value(P<0.05)was increased greatly.The W epitope protein was successfully constructed,which can effectively activate the humoral immunity and cellular immunity against four infectious bronchitis viruses(IBV),laying a foundation for the development of an effective vaccine against IB.
4.Construction of a multi-epitope gene vaccine for chicken infectious bronchitis and evaluation of its immunization effect
Tingting LIU ; Xinyuan WANG ; Xiaochen ZHU ; Haoyu LIU ; Dongchao ZHANG ; Tian-ming JIN
Chinese Journal of Veterinary Science 2025;45(9):1857-1867
To construct a safe and effective multi-epitope vaccine against the S1 protein of chicken infectious bronchitis virus(IBV).In this study,homologous and non-homologous dominant epitopes of IBV M41,T,QX and H120 virulent strain S1 proteins were screened by various online bioprediction software,respectively,and a new peptide W with high immunogenicity was construc-ted by connecting the screened B-cell and T-cell epitopes with a linker peptide.W was ligated to the truncated sequence of the four viral strains by T2A yietding to the eukaryotic expression vector pEGFP-N1,and it was identified by PCR and double digestion,the obtained recombinant plasmid was transfected into HEK293A cells and target protein expression was measured by Western blot.The constructed plasmid was injected intramuscularly twice to detect the antibody level,cytokine level,and peripheral blood T cell subsets were detected after two immunizations.The epitope pro-tein W was successfully constructed,which was structurally stable,antigenic,and soluble;the re-combinant plasmid pEGFP-WMQtH,pEGFP-W,and pEGFP-MQtH matched the expected size;anti-IBV IgG antibody levels in pEGFP-N1 was increased greatly compared to the PBS group.cyto-kines IL-2,and γ interferon(IFN-γ)were increased greatly(P<0.05);peripheral blood CD4+/CD8a value(P<0.05)was increased greatly.The W epitope protein was successfully constructed,which can effectively activate the humoral immunity and cellular immunity against four infectious bronchitis viruses(IBV),laying a foundation for the development of an effective vaccine against IB.
5.Rationality and safety of clinical application of ceftazidime-avibactam
Danli TIAN ; Ying XIAO ; Xiaochen WEI ; Weiwei LI ; Haixia REN
Chinese Journal of Nosocomiology 2025;35(13):2045-2049
OBJECTIVE To comprehensively assess the rationality and safety of clinical application of ceftazidime-avibactam(CAZ/AVI)so as to provide bases for reasonable and safe application of the drugs.METHODS A total of 137 patients who were hospitalized in Tianjin First Central Hospital and were treated with CAZ/AVI from Jan.2023 to Jan.2024 were recruited as the research subjects.The relevant informations involving the baseline da-ta,infection sites,etiological tests,status of drug utilization and adverse reactions were investigated and statically analyzed.The rating form was designed based on relevant guideline consensus and package insert,and the rational-ity and safety of clinical application of days were evaluated.RESULTS Totally 137 valid cases were enrolled in the study,88(64.23%)of whom were male,and 49(35.77%)were female,with the mean age(52±21.89)years old and the average medication duration(12.2±6.45)days.Totally 79 case-times of drug administration were un-reasonable,involving 75 patients;unsuited indications,unreasonable treatment course,absence of special consul-tation and ward round records and no curative effect evaluation after drug administration for 48-72 hours were the major manifestations.The total effective rate of CAZ/AVI treatment was 87.62%,5 patients had CAZ/AVI-associated adverse reactions,with the incidence of adverse reactions 3.65%.CONCLUSION It is necessary for the hospital to further standardize and optimize the clinical utilization of CAZ/AVI,strictly conform to the medica-tion indications,and strengthen the medication surveillance so as to raise the rationality and safety of medication.
6.Rationality and safety of clinical application of ceftazidime-avibactam
Danli TIAN ; Ying XIAO ; Xiaochen WEI ; Weiwei LI ; Haixia REN
Chinese Journal of Nosocomiology 2025;35(13):2045-2049
OBJECTIVE To comprehensively assess the rationality and safety of clinical application of ceftazidime-avibactam(CAZ/AVI)so as to provide bases for reasonable and safe application of the drugs.METHODS A total of 137 patients who were hospitalized in Tianjin First Central Hospital and were treated with CAZ/AVI from Jan.2023 to Jan.2024 were recruited as the research subjects.The relevant informations involving the baseline da-ta,infection sites,etiological tests,status of drug utilization and adverse reactions were investigated and statically analyzed.The rating form was designed based on relevant guideline consensus and package insert,and the rational-ity and safety of clinical application of days were evaluated.RESULTS Totally 137 valid cases were enrolled in the study,88(64.23%)of whom were male,and 49(35.77%)were female,with the mean age(52±21.89)years old and the average medication duration(12.2±6.45)days.Totally 79 case-times of drug administration were un-reasonable,involving 75 patients;unsuited indications,unreasonable treatment course,absence of special consul-tation and ward round records and no curative effect evaluation after drug administration for 48-72 hours were the major manifestations.The total effective rate of CAZ/AVI treatment was 87.62%,5 patients had CAZ/AVI-associated adverse reactions,with the incidence of adverse reactions 3.65%.CONCLUSION It is necessary for the hospital to further standardize and optimize the clinical utilization of CAZ/AVI,strictly conform to the medica-tion indications,and strengthen the medication surveillance so as to raise the rationality and safety of medication.
7.Artificial intelligence-based sequential ultrasound-MRI strategy for ovarian masses:dual evaluation of diagnostic accuracy and healthcare costs
Jingjing YU ; Ruixia DAI ; Xiaomin LIU ; Peijun HU ; Xiaochen WANG ; Sihui HU ; Shanshan ZHANG ; Wenqian WANG ; Yu TIAN ; Jiale QIN
Chinese Journal of Ultrasonography 2025;34(9):759-765
Objective:To develop an artificial intelligence(AI)-based sequential ultrasound-magnetic resonance imaging(US-MRI)diagnostic strategy to optimize the imaging workflow for ovarian masses.Methods:A total of 1 120 patients with pathologically confirmed ovarian masses who underwent both preoperative pelvic ultrasound and MRI between January 2021 and December 2023 at Women's Hospital,Zhejiang University School of Medicine were retrospectively included. Patients were randomly divided into the training( n=672)and internal test set( n=448)at a ratio of 6∶4. An external test set( n=128)was established at the Forth Affiliated Hospital of School of Medicine. Deep learning was used for automated segmentation of MRI lesions,followed by radiomic feature extraction and machine learning classification to construct both a US-MRI multimodal model and sequential US-MRI strategy. Diagnostic performance and potential healthcare cost-saving effects were evaluated across strategies. Results:In the internal test set( n=448),the AI-based sequential US-MRI strategy achieved a F1 score of 0.863 and a diagnostic accuracy of 82.14%,with no significant difference compared to the US-MRI multi-modal model( P>0.05). The sequential strategy identified 82 cases(18.30%,82/448)of patients as low-risk true negatives during initial ultrasound screening,suggesting a potential to reduce the need for MRI examinations in future clinical practice. In the external test set( n=128),the strategy achieved an F1 score of 0.800 and a confirmed diagnosis rate of 85.94%,with a theoretical reduction of 26.56%(34 cases)in MRI utilization while maintaining a diagnostic accuracy rate higher than that of the multi-modal model(82.18%). Conclusions:The AI-based US-MRI sequential diagnostic strategy demonstrates favorable diagnostic accuracy while offering the potential to optimize MRI utilization. This approach may enhance the efficiency of imaging resource allocation and reduce healthcare burden in the management of ovarian masses.
8.0D-1D coupling model and 3D fluid-structure interaction model based on coronary CT angiography for displaying hemodynamic characteristics of coronary artery stenosis
Shanfeng LIU ; Xiaochen LU ; Hao TIAN ; Huiqun WU
Chinese Journal of Medical Imaging Technology 2024;40(8):1236-1241
Objective To observe value of 0D-1D coupling model and 3D fluid-structure interaction(FSI)model based on coronary CT angiography(CCTA)for displaying hemodynamic characteristics of coronary artery stenosis.Methods Based on CCTA data of the stenosed left anterior descending branch(LAD)in a patient with coronary heart disease,an 0D-1D coupling model and 3D FSI model were built,respectively.Then hemodynamic characteristic indexes,including the pressure,flow velocity and wall shear stress(WSS)were obtained in every 0.01 s during 1 s at 5 sampling points(i.e.sampling point 1-5)using these 2 models,respectively,and the consistencies of the results between models were evaluated with Spearman correlation coefficient rs.Results The time consuming for construction of 0D-1D coupling model and 3D FSI model was 0.033 min and 704 min,respectively.Both models showed basically distribution of the pressure,flow velocity and WSS of the stenosed LAD.For more details,the pressure at the stenosed segment of LAD and the proximal segment of stenosis were both higher,which gradually decreased at the distal segment of stenosis,and the flow velocity at the proximal segment of stenosis was in a relatively slow and uniform condition,with significantly increased flow velocity and WSS at the stenosed segment.Compared with 3D FSI model,0D-1D vascular coupling model was relatively unrefined and lack of distal flow lines when displaying blood flow velocity.For sampling point 2 at the stenosed segment of LAD,no significant consistency for pressure between 2 models was found(P=0.118),but strong consistency for the flow velocity and WSS(rs=0.730,0.807,both P<0.05).The consistencies of pressure,flow velocity and WSS between 2 models at the proximal and distal segment of stenosis,i.e.1,3-5 sampling points were week to moderate(rs=0.237-0.669,all P<0.05).Conclusion 0D-1D coupling model exhibited outstanding computational efficiency and might provide relatively reasonable results,while 3D FSI model showed higher accuracy for details and streamline when simulating LAD stenosis.
9.Experimental research on spinal metastasis with mouse models.
Kun ZHANG ; Yi FENG ; Xiaochen QIAO ; Yang YU ; Zelong SONG ; Zhuohao LIU ; Zhi TIAN ; Song CHEN ; Xuesong ZHANG ; Xiangyu WANG
Chinese Medical Journal 2023;136(24):3008-3009
10.Characteristics of genetic variants in 134 patients with Acute myeloid leukemia.
Miao HE ; Xiaochen ZHAO ; Hongjuan TIAN ; Shuting ZHANG ; Fangqing ZHAO ; Xi ZHANG ; Tao WU
Chinese Journal of Medical Genetics 2023;40(10):1222-1227
OBJECTIVE:
To analyze the characteristics of genetic variants in 134 patients diagnosed with Acute myeloid leukemia (AML).
METHODS:
Clinical data of the 134 patients with AML (non-acute promyelocytic leukemia) initially diagnosed at the 940th Hospital of the Joint Logistics Support Force of the Chinese People's Liberation Army from June 2017 to June 2022 were retrospectively analyzed. Potential variants of AML-related genes were detected by next-generation sequencing, and the frequency of variants was analyzed by using SPSS v26.0 software, and likelihood ratio χ2 test and Fisher exact test were used for data analysis.
RESULTS:
The patients had included 72 males and 62 females, with a gender ratio of 1.7 : 1 and a median age of 51 years (9 ~ 86 years old). One hundred twenty patients (76.1%) had harbored at least one genetic variant, including 26 (19.4%) having a single variant, 27 (20.1%) having two variants, and 49 (36.6%) having >= 3 variants. 32 (23.9%) had no detectable variants. Genetic variants detected in over 10% of the 134 patients had included NPM1 (n = 24, 17.91%), FLT3-ITD (n = 21, 15.67%), DNMT3A (n = 20, 14.93%), CEBPA (single variant; n = 14, 10.45%), TET2 (n = 14, 10.45%), and NRAS (n = 14, 10.45%). The patients were also divided into low risk, intermediate risk and high risk groups based on their chromosomal karyotypes. The mutational rates for genes in different groups have varied, with 19 patients from the low risk group harboring variants of NRAS (n = 4, 21.05%), KRAS (n = 4, 21.05%), and KIT (n = 2, 10.53%); and 96 patients from the intermediate risk group harboring variants of NPM1 (n = 24, 25.00%), FLT3-ITD (n = 20, 20.83%), DNMT3A (n = 18, 18.75%), CEBPA (n = 12, 12.50%), and TET2 genes (n = 12, 12.50%). The mutational frequencies for the 19 patients from the high risk group were ASXL1 (n = 7, 21.05%), NRAS (n = 3, 15.97%), TP53 (n = 3, 15.79%), and EZH2 (n = 2, 10.53%). A significant difference was found in the frequencies of KIT, NPM1, FLT3-ITD, DNMT3A, and ASXL1 gene variants among the low-risk, medium-risk, and high-risk groups.
CONCLUSION
AML patients have a high frequency for genetic variants, with 76.1% harboring at least one variant. The frequency of genetic variants have varied among patients with different chromosomal karyotypes, and there are apparent dominant variants. KIT, NPM1, FLT3-ITD, DNMT3A, and ASXL1 may be used as prognostic factors for evaluating their prognosis.
Aged, 80 and over
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Female
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Humans
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Male
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Middle Aged
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Leukemia, Myeloid, Acute/genetics*
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Leukemia, Promyelocytic, Acute
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Nuclear Proteins
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Retrospective Studies
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Child
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Adolescent
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Young Adult
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Adult
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Aged
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East Asian People

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