1.GenAI synthesis of histopathological images from Raman imaging for intraoperative tongue squamous cell carcinoma assessment.
Bing YAN ; Zhining WEN ; Lili XUE ; Tianyi WANG ; Zhichao LIU ; Wulin LONG ; Yi LI ; Runyu JING
International Journal of Oral Science 2025;17(1):12-12
The presence of a positive deep surgical margin in tongue squamous cell carcinoma (TSCC) significantly elevates the risk of local recurrence. Therefore, a prompt and precise intraoperative assessment of margin status is imperative to ensure thorough tumor resection. In this study, we integrate Raman imaging technology with an artificial intelligence (AI) generative model, proposing an innovative approach for intraoperative margin status diagnosis. This method utilizes Raman imaging to swiftly and non-invasively capture tissue Raman images, which are then transformed into hematoxylin-eosin (H&E)-stained histopathological images using an AI generative model for histopathological diagnosis. The generated H&E-stained images clearly illustrate the tissue's pathological conditions. Independently reviewed by three pathologists, the overall diagnostic accuracy for distinguishing between tumor tissue and normal muscle tissue reaches 86.7%. Notably, it outperforms current clinical practices, especially in TSCC with positive lymph node metastasis or moderately differentiated grades. This advancement highlights the potential of AI-enhanced Raman imaging to significantly improve intraoperative assessments and surgical margin evaluations, promising a versatile diagnostic tool beyond TSCC.
Humans
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Spectrum Analysis, Raman/methods*
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Tongue Neoplasms/diagnostic imaging*
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Carcinoma, Squamous Cell/diagnostic imaging*
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Artificial Intelligence
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Margins of Excision
2.Single-Shot Echo-Planar Imaging and Multi-Shot Echo-Planar Imaging Sequences in 5.0T Cranial Magnetic Resonance Diffusion-Weighted Imaging
Hao CHEN ; Dawei YIN ; Shuya YUAN ; Xiaopeng SONG ; Runyu TANG ; Ying LIU
Chinese Journal of Medical Imaging 2025;33(7):700-705
Purpose To provide technical support for the use of echo-planar imaging(EPI)in the diagnosis of brain diseases,the image quality and diagnostic effect of single-shot echo-planar imaging(ssEPI)diffusion-weighted imaging(DWI)and multi-shot echo-planar imaging(msEPI)DWI sequences in the detection of brain diseases at 5.0T MR are analyzed.Materials and Methods A retrospective analysis was conducted on 42 patients with intracranial diseases who underwent T2-FLAIR,ssEPI DWI and msEPI DWI scans on a 5.0T MR system in the First Affiliated Hospital of USTC from August to September 2023.Two radiologists independently assessed image quality,measured distortion displacement,and compared signal-to-noise ratio,lesion-to-normal tissue contrast,contrast-to-noise ratio and apparent diffusion coefficient.Results msEPI sequence demonstrated significantly superior subjective scores,including geometric distortion,susceptibility artifacts,edge sharpness and overall image quality compared with those of ssEPI sequence(Z=5.728,4.197,5.766,5.777,all P<0.001).Quantitative analysis revealed substantial reduction in distortion displacement in msEPI sequence,including frontal lobe[(5.91±1.41)mm vs.(15.63±2.21)mm,t=34.050,P<0.001],anterior temporal lobe[(4.17±0.78)mm vs.(7.18±1.87)mm,t=12.263,P<0.001],posterior temporal lobe[(4.76±1.36)mm vs.(8.38±2.01)mm,t=21.336,P<0.001],cerebral diameter[(4.37±1.65)mm vs.(12.74±2.84)mm,t=23.255,P<0.001]and brainstem diameter[(0.80±0.63)mm vs.(1.98±1.63)mm,t=7.092,P<0.001],compared with ssEPI sequence.However,no statistically significant differences were observed in signal-to-noise ratio or contrast-to-noise ratio between the two sequences(P=0.848,0.638).Notably,msEPI sequences exhibited significantly enhanced lesion-normal tissue contrast compared with ssEPI sequences[221(131,311)vs.150(90,240),Z=3.89,P<0.001].Conclusion At 5.0T MRI,msEPI demonstrated superior image quality and diagnostic performance for craniocerebral diseases compared to ssEPI DWI sequences.
3.Research Progress in Mechanism of Chinese Materia Medica in the Prevention and Treatment of Knee Osteoarthritis and Osteoporosis Co-morbidity Based on Exosomes
Yuanchao ZOU ; Runyu YIN ; Haoyu YANG ; Changrong MA ; Aifeng LIU ; Yuandong LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(9):186-191
Knee osteoarthritis(KOA)and osteoporosis(OP)"co-morbidity"is a chronic progressive disease,the incidence of which is higher in recent years.Exosomes have intercellular messenger functions,which play an important role in the development of KOA and OP"co-morbidity".This article recognized the"co-morbidity"between KOA and OP from the perspective of modern medicine and the"tendon","bone","liver"and"kidney"in TCM theories,systematically reviewed the indirect regulation of KOA and OP"co-morbidity"through exosomes,and explored the possible mechanisms of exosome-based treatment of KOA and OP"co-morbidity"through Chinese materia medica in terms of inflammation,MAPK pathway,bone remodeling and cartilage metabolism,and mitochondrial autophagy,with the aim to investigate the possible mechanisms of KOA and OP"co-morbidity",and provide new ideas for the treatment of KOA and OP"co-morbidity".
4.Diffusion-weighted imaging based on continuous-time random walk and fractional-order calculus models for staging of nasopharyngeal carcinoma
Li HUA ; Runyu YANG ; Qi CHENG ; Jun LIU
Chinese Journal of Medical Imaging Technology 2025;41(7):1079-1084
Objective To explore the value of diffusion-weighted imaging(DWI)based on continuous-time random walk(CTRW)and fractional-order calculus(FROC)models for staging of nasopharyngeal carcinoma(NPC).Methods Totally 77 patients with NPC were retrospectively enrolled and divided into high-or low-stage according to 2017 Chinese NPC staging criteria.Conventional DWI parameters(apparent diffusion coefficient[ADC])and DWI parameters based on CTRW and FROC were compared between high-or low-stage NPC,including diffusion coefficient based on CTRW(DCTRW),temporal diffusion heterogeneity index(αCTRW),spatial diffusion heterogeneity index(βCTRW),diffusion coefficient based on FROC(DFROC),fractional order derivative in space(βFROC)and spatial parameter(μFROC).The efficacy of the above parameters for staging of NPC was analyzed.Results Significant differences of DCTRW,αCTRW,DFROC,βFROC,μFROC and ADC were found between high and low clinical overall stages NPC(all P<0.05),of DCTRW,αCTRW,DFROC and ADC between high and low T stages NPC(all P<0.05),also of αCTRW,βFROC and μFROC between high and low N stages NPC(all P<0.05).DCTRW,DFROC and μFROC were impact factors of clinical overall stage of NPC(all P<0.05),with the area under the curve(AUC)of their combination of 0.890.DCTRW,αCTRw and DFROC were impact factors of T stage of NPC(all P<0.05),and the AUC of their combination was 0.799.μFROC was the impact factor of N stage of NPC(P<0.05),and its AUC was 0.722.Conclusion DWI parameters based on CTRW and FROC models could be used for staging of NPC,which had better values than ADC.
5.Single-Shot Echo-Planar Imaging and Multi-Shot Echo-Planar Imaging Sequences in 5.0T Cranial Magnetic Resonance Diffusion-Weighted Imaging
Hao CHEN ; Dawei YIN ; Shuya YUAN ; Xiaopeng SONG ; Runyu TANG ; Ying LIU
Chinese Journal of Medical Imaging 2025;33(7):700-705
Purpose To provide technical support for the use of echo-planar imaging(EPI)in the diagnosis of brain diseases,the image quality and diagnostic effect of single-shot echo-planar imaging(ssEPI)diffusion-weighted imaging(DWI)and multi-shot echo-planar imaging(msEPI)DWI sequences in the detection of brain diseases at 5.0T MR are analyzed.Materials and Methods A retrospective analysis was conducted on 42 patients with intracranial diseases who underwent T2-FLAIR,ssEPI DWI and msEPI DWI scans on a 5.0T MR system in the First Affiliated Hospital of USTC from August to September 2023.Two radiologists independently assessed image quality,measured distortion displacement,and compared signal-to-noise ratio,lesion-to-normal tissue contrast,contrast-to-noise ratio and apparent diffusion coefficient.Results msEPI sequence demonstrated significantly superior subjective scores,including geometric distortion,susceptibility artifacts,edge sharpness and overall image quality compared with those of ssEPI sequence(Z=5.728,4.197,5.766,5.777,all P<0.001).Quantitative analysis revealed substantial reduction in distortion displacement in msEPI sequence,including frontal lobe[(5.91±1.41)mm vs.(15.63±2.21)mm,t=34.050,P<0.001],anterior temporal lobe[(4.17±0.78)mm vs.(7.18±1.87)mm,t=12.263,P<0.001],posterior temporal lobe[(4.76±1.36)mm vs.(8.38±2.01)mm,t=21.336,P<0.001],cerebral diameter[(4.37±1.65)mm vs.(12.74±2.84)mm,t=23.255,P<0.001]and brainstem diameter[(0.80±0.63)mm vs.(1.98±1.63)mm,t=7.092,P<0.001],compared with ssEPI sequence.However,no statistically significant differences were observed in signal-to-noise ratio or contrast-to-noise ratio between the two sequences(P=0.848,0.638).Notably,msEPI sequences exhibited significantly enhanced lesion-normal tissue contrast compared with ssEPI sequences[221(131,311)vs.150(90,240),Z=3.89,P<0.001].Conclusion At 5.0T MRI,msEPI demonstrated superior image quality and diagnostic performance for craniocerebral diseases compared to ssEPI DWI sequences.
6.Research Progress in Mechanism of Chinese Materia Medica in the Prevention and Treatment of Knee Osteoarthritis and Osteoporosis Co-morbidity Based on Exosomes
Yuanchao ZOU ; Runyu YIN ; Haoyu YANG ; Changrong MA ; Aifeng LIU ; Yuandong LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(9):186-191
Knee osteoarthritis(KOA)and osteoporosis(OP)"co-morbidity"is a chronic progressive disease,the incidence of which is higher in recent years.Exosomes have intercellular messenger functions,which play an important role in the development of KOA and OP"co-morbidity".This article recognized the"co-morbidity"between KOA and OP from the perspective of modern medicine and the"tendon","bone","liver"and"kidney"in TCM theories,systematically reviewed the indirect regulation of KOA and OP"co-morbidity"through exosomes,and explored the possible mechanisms of exosome-based treatment of KOA and OP"co-morbidity"through Chinese materia medica in terms of inflammation,MAPK pathway,bone remodeling and cartilage metabolism,and mitochondrial autophagy,with the aim to investigate the possible mechanisms of KOA and OP"co-morbidity",and provide new ideas for the treatment of KOA and OP"co-morbidity".
7.Diffusion-weighted imaging based on continuous-time random walk and fractional-order calculus models for staging of nasopharyngeal carcinoma
Li HUA ; Runyu YANG ; Qi CHENG ; Jun LIU
Chinese Journal of Medical Imaging Technology 2025;41(7):1079-1084
Objective To explore the value of diffusion-weighted imaging(DWI)based on continuous-time random walk(CTRW)and fractional-order calculus(FROC)models for staging of nasopharyngeal carcinoma(NPC).Methods Totally 77 patients with NPC were retrospectively enrolled and divided into high-or low-stage according to 2017 Chinese NPC staging criteria.Conventional DWI parameters(apparent diffusion coefficient[ADC])and DWI parameters based on CTRW and FROC were compared between high-or low-stage NPC,including diffusion coefficient based on CTRW(DCTRW),temporal diffusion heterogeneity index(αCTRW),spatial diffusion heterogeneity index(βCTRW),diffusion coefficient based on FROC(DFROC),fractional order derivative in space(βFROC)and spatial parameter(μFROC).The efficacy of the above parameters for staging of NPC was analyzed.Results Significant differences of DCTRW,αCTRW,DFROC,βFROC,μFROC and ADC were found between high and low clinical overall stages NPC(all P<0.05),of DCTRW,αCTRW,DFROC and ADC between high and low T stages NPC(all P<0.05),also of αCTRW,βFROC and μFROC between high and low N stages NPC(all P<0.05).DCTRW,DFROC and μFROC were impact factors of clinical overall stage of NPC(all P<0.05),with the area under the curve(AUC)of their combination of 0.890.DCTRW,αCTRw and DFROC were impact factors of T stage of NPC(all P<0.05),and the AUC of their combination was 0.799.μFROC was the impact factor of N stage of NPC(P<0.05),and its AUC was 0.722.Conclusion DWI parameters based on CTRW and FROC models could be used for staging of NPC,which had better values than ADC.
8.Susceptibility weighted imaging based on 5.0T MRI for diagnosing hepatocellular carcinoma complicated with vein tumor thrombi
Shaopeng LI ; Chang LIU ; Dawei YIN ; Xiaopeng SONG ; Runyu TANG ; Kexue DENG
Chinese Journal of Medical Imaging Technology 2024;40(5):682-685
Objective To observe the value of susceptibility weighted imaging(SWI)based on 5.0T MRI for diagnosing hepatocellular carcinoma(HCC)complicated with vein tumor thrombi.Methods Totally 63 HCC patients were retrospectively enrolled,among them 17 complicated with vein tumor thrombi.The efficacy of 5.0T SWI for detecting vein tumor thrombus was observed,and the image quality were compared between 5.0T and 3.0T.Results 5.0T SWI displayed vein tumor thrombi in 16 cases,except for 1 case with vein tumor thrombi in the upper segment of the left lateral lobe of the left portal vein.The liver edge score,overall image quality score,signal-to-noise ratio and contrast-to-noise ratio of portal venous phase and hepatobiliary phase in 5.0T enhanced MRI were all higher than those in 3.0T(all P<0.05).Conclusion 5.0T SWI was helpful for diagnosing HCC complicated with vein tumor thrombi.
9.Clinical characteristics and risk factors of superior mesenteric artery ischemic disease
Xiaolei SUN ; Junbing PAN ; Wanbing DENG ; Cheng ZHANG ; Runyu LIU ; Yangxin LI ; Linzhuo XIE ; Qian LIN ; Houjie CHEN ; Yong LIU
Chinese Journal of General Surgery 2023;38(6):429-434
Objective:To explore the clinical characteristics of superior mesenteric artery ischemic diseases.Methods:The clinical and followup data of 141 hospitalized patients with ischemic disease of superior mesenteric artery in the Affiliated Hospital of Southwest Medical University from 1999 to 2021 were reviewed.Results:There were 99 males (70.2%) and 42 females (29.8%). The average age of the patients was (63.75±13.16) years; 127 patients (90.1%) complained abdominal pain.The number of all-cause deaths in the perioperative period was 27 (19.1%). ROC curve analysis showed that the optimal cutoff value of the age with predictive value was 64.5 years. The results of multivariate COX regression analysis showed that age ≥65 years old ( HR=3.855, 95% CI: 1.739-8.545), neutrophil count ( HR=1.072, 95% CI: 1.018-1.130), heart failure ( HR=2.863, 95% CI: 1.332-6.154), creatinine ( HR=1.009, 95% CI: 1.003-1.015), D-Dimer ( HR=1.112, 95% CI: 1.025-1.205) was an independent risk factor for all-cause death from superior mesenteric artery ischemic disease. Long-term survival rate of SMAD group was significantly higher than that of other SMAID; By comparing the clinical characteristics of different SMAID, neutrophil count, neutrophil ratio, D-dimer of SMAE group and SMAT group were significantly higher than that of SMAD group and ASSMA group. Conclusions:SMAID usually occurs in elderly men over 65 years old, with abdominal pain as the main symptom and often accompanied by hypertension. Risk factors included age, increased WBC count and D-dimer; The neutrophil count, neutrophil ratio, D-dimer in SMAE and SMAT group were significantly higher than that of SMAD and ASSMA group.
10.Influence of teachers' role change on simulation teaching effect of bone marrow puncture
Na WU ; Runyu DU ; Hui JING ; Xiaodan QI ; Wei CHEN ; Xueyong LIU
Chinese Journal of Medical Education Research 2021;20(7):812-815
Objective:To explore the reform and practice of bone marrow puncture simulation teaching to improve the learning ability of undergraduates.Methods:In this study, 112 students in Shengjing Hospital Affiliated to China Medical University were selected and divided into experimental group and control group. The control group received routine bone marrow puncture teaching and training, and the experimental group received bone marrow puncture teaching and training mainly to improve the students' practical ability. Evaluation indicators were teaching effect and teaching satisfaction. SPSS 22.0 was conducted for chi-square test and t test. Results:The students in the experimental group were better than those in the control group in preoperative preparation, puncture site selection, operation methods, precautions and understanding of examiner's questions ( P < 0.001), and the students in the experimental group were more satisfied with course design, classroom interaction, increasing learning interest and improving the mastery of operation skills than those in the control group were ( P < 0.001). Conclusion:The role change of teachers and the simulation teaching of bone marrow puncture to improve the practical ability of undergraduates increases the students' enthusiasm for learning the operation of bone marrow puncture, improves the quality of teaching and the students' operation skills of bone marrow puncture, and promotes the comprehensive development of students, which is worthy of further promotion.

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