1.Diagnostic value of multiparametric MRI deep learning artificial intelligence analysis combined with 68Ga-PSMA PET for prostate cancer
Chunxia QIN ; Yuhu LYU ; Zhibo DAI ; Siqi WEI ; Weiwei RUAN ; Yongkang GAI ; Xiaoli LAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(9):516-521
Objective:To evaluate the diagnostic efficacy of the multiparametric MRI (mpMRI) deep learning artificial intelligence (AI) analysis system combined with 68Ga-prostate specific membrane antigen (PSMA) PET for prostate cancer. Methods:Data of 103 patients (age: 45-85 years) who underwent 68Ga-PSMA PET/MR at Union Hospital, Tongji Medical College, Huazhong University of Science and Technology from May 2018 to October 2023 for suspected or confirmed prostate cancer were retrospectively collected. ROI was delineated to measure SUV max of primary tumor or prostate, and a deep learning AI system was applied to analyze MR images of the prostate. The diagnostic efficacies of T 2 weighted imaging (WI), diffusion WI (DWI), mpMRI, PET SUV max, and PET/MR for prostate cancer were assessed, with using the pathological results as the gold standard. Results:Among 103 patients, 82 cases (79.61%) were with prostate cancer. PET unimodality demonstrated the best specificity (100%, 21/21), positive predictive value (100%, 58/58), and AUC (0.860, 95% CI: 0.777-0.920). The mpMRI AI analysis provided rapid diagnostic results and the sensitivity and accuracy were improved by combining with PET (sensitivities of PET, mpMRI and the combination of the two were 70.73%(58/82), 86.59%(71/82), and 92.68%(76/82), respectively; the accuracies were 76.70%(79/103), 81.55%(84/103) and 86.41%(89/103), respectively). Among 44 patients with negative PET, 30 patients received an accurate diagnosis when the results of mpMRI AI analysis were added. Conclusions:68Ga-PSMA PET demonstrates good specificity for prostate cancer and mpMRI AI analysis is time-saving. The combined application improves the diagnostic sensitivity and accuracy, which provides a valuable tool for 68Ga-PSMA PET/MR image analysis.
2.Advancements in the Application of PET-Based Radiomics in the Assessment of Alzheimer's Disease
Cheng TANG ; Weiwei RUAN ; Xiaoli LAN ; Xun SUN
Chinese Journal of Medical Imaging 2024;32(5):504-509
Alzheimer's disease(AD)is a common chronic neurodegenerative disorder.PET,a non-invasive molecular imaging technique,plays a significant role in diagnosing AD by revealing characteristic pathological changes.Meanwhile,radiomics technology can extract a vast amount of information that is difficult to recognize by the naked eye,and provides an objective and quantitative method for analyzing PET image features of AD patients.This article introduces the general steps of radiomics and common tools for PET image analysis applied in the assessment of AD.It also reviews the current research status of radiomics based on PET imaging in the diagnosis and prognosis prediction of AD,focusing on amyloid β,tau proteins and cerebral glucose metabolism.Furthermore,the article discusses future challenges in this field.
3.18F-FDG hybrid PET/MR radiomics based on different segmentation methods for distinguishing Parkinson′s disease from multiple system atrophy
Xuehan HU ; Xun SUN ; Ling MA ; Fan HU ; Weiwei RUAN ; Rui AN ; Xiaoli LAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2023;43(1):25-30
Objective:To explore the impact of different segmentation methods on differential diagnostic efficiency of 18F-FDG PET/MR radiomics to distinguish Parkinson′s disease (PD) from multiple system atrophy (MSA). Methods:From December 2017 to June 2019, 90 patients (60 with PD and 30 with MSA; 37 males, 53 females; age (55.8±9.5) years) who underwent 18F-FDG PET/MR in Union Hospital, Tongji Medical College, Huazhong University of Science and Technology were retrospectively collected. Patients were randomized to training set and validation set in a ratio of 7∶3. The bilateral putamina and caudate nuclei, as the ROIs, were segmented by automatic segmentation of brain regions based on anatomical automatic labeling (AAL) template and manual segmentation using ITK-SNAP software. A total of 1 172 radiomics features were extracted from T 1 weighted imaging (WI) and 18F-FDG PET images. The minimal redundancy maximal relevance (mRMR) and least absolute shrinkage and selection operator (LASSO) algorithm were used for features selection and radiomics signatures (Radscore) construction, with 10-fold cross-validation for preventing overfitting. The diagnostic performance of the models was assessed by ROC curve analysis, and the differences between models were calculated by Delong test. Results:There were 63 cases in training set (42 PD, 21 MSA) and 27 cases in validation set (18 PD, 9 MSA). The Radscore values were significantly different between the PD group and the MSA group in all training set and validation set of radiomics models ( 18F-FDG_Radscore and T 1WI_Radscore) based on automatic or manual segmentation methods ( z values: from -5.15 to -2.83, all P<0.05). ROC curve analysis showed that AUCs of 18F-FDG_Radscore and T 1WI_Radscore based on automatic segmentation in training and validation sets were 0.848, 0.840 and 0.892, 0.877, while AUCs were 0.900, 0.883 and 0.895, 0.870 based on manual segmentation. There were no significant differences in training and validation sets between Radiomics models based on different segmentation methods ( z values: 0.04-0.77, all P>0.05). Conclusions:The 18F-FDG PET/MR radiomics models based on different segmentation methods achieve promising diagnostic efficacy for distinguishing PD from MSA. The radiomics analysis based on automatic segmentation shows greater potential and practical value in the differential diagnosis of PD and MSA in view of the advantages including time-saving, labor-saving, and high repeatability.
4.Diagnostic and prognostic value of 68Ga-FAPI PET for malignant tumors of the liver and biliary tract
Chunxia QIN ; Yuhu LYU ; Yangmeihui SONG ; Yongkang GAI ; Weiwei RUAN ; Xiao ZHANG ; Mengting LI ; Fang LIU ; Xiaoli LAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2023;43(6):337-342
Objective:To investigate the diagnostic and prognostic value of 68Ga-fibroblast activation protein inhibitor (FAPI) PET for hepatobiliary malignancies. Methods:From July 2020 to February 2023, 33 patients (23 males, 10 females; age (55.4±13.5) years) with suspected or confirmed liver or biliary tract malignancies who underwent 68Ga-FAPI PET in Union Hospital, Tongji Medical College, Huazhong University of Science and Technology were retrospectively analyzed. PET images were evaluated by 3 experienced nuclear medicine physicians, and the results of biopsy or postoperative pathology, clinical and imaging follow-up were used as the gold standard. One-way analysis of variance and least significant difference t test were used to compare the differences among groups. Survival analysis was performed using Kaplan-Meier curves and the log-rank test. Results:Of 33 patients, 14 performed PET for initial diagnosis and staging, and 19 for restaging. There were 14 patients with hepatocellular carcinoma (HCC), 13 patients with cholangiocarcinoma (CCA), and 6 patients with gallbladder carcinoma (GBC). The primary tumor of HCC, CCA and GBC all showed significant 68Ga-FAPI uptake, with no statistically significant difference in SUV max among groups ( F=1.58, P=0.250). The sensitivities of 68Ga-FAPI PET for initial diagnosis and restaging of hepatobiliary malignancies were 14/14 and 15/15, respectively. Compared with conventional imaging, 68Ga-FAPI PET changed the diagnosis and staging in 29.2%(7/24) patients. The treatment strategy was changed in 30.3%(10/33) patients with malignant tumors due to 68Ga-FAPI PET findings. Follow-up showed 22 cases survived and 11 cases died, with the overall survival of 355.56(80.00, 516.97) d, and 1- and 2-year survival rates were 68.2% and 57.9%, respectively. Semi-quantitative 68Ga-FAPI PET parameters such as SUV max, target-liver ratio (TLR), and target-blood ratio (TBR) had no significant prognostic value, but the prognosis of the group without distant metastases diagnosed by 68Ga-FAPI PET was significantly better than that of the group with distant metastasis ( P=0.032). Conclusion:68Ga-FAPI PET has high sensitivity for the diagnosis of hepatobiliary malignancies, which can help guide treatment decisions and prognosis evaluation.
5.A retrospective cohort study on blood lipid changes and their influencing factors in HIV/AIDS patients after receiving antiretroviral therapy in Wuhan
Yanhe LUO ; Xiaosheng MENG ; Xiaoli YU ; Ke HONG ; Yawu ZHANG ; Lianguo RUAN
Journal of Public Health and Preventive Medicine 2023;34(5):112-115
Objective To investigate the prevalence and influencing factors of HIV/AIDS patients with hyperlipidemia before and after receiving antiviral therapy in Wuhan. Methods A retrospective cohort study was used to analyze the data of HIV/AIDS patients in Wuhan from 2004 to 2021. Elevated levels of either TG or TC were determined as hyperlipidemia. Logistic regression model was used to analyze the influencing factors of baseline hyperlipidemia, and Cox proportional risk model was used to analyze the influencing factors of new-onset hyperlipidemia after receiving antiviral therapy. Results A total of 7 562 HIV/AIDS patients were enrolled, 30.61% (2 315/7 562) with hyperlipidemia at baseline and 69.39% (5 247/7 562) without hyperlipidemia. The mean person-years of follow-up for those patients without hyperlipidemia at baseline were 3.48, of whom 33.14% (1 739/5 247) developed hyperlipidemia during follow-up, with an overall density of 9.53/100 person-years. Multivariate logistic regression analysis showed that age ≥30 years and BMI ≥24 kg/m2 were positively correlated with baseline hyperlipidemia, while CD4 cell count ≥ 200 μL was negatively correlated with baseline hyperlipidemia. Multivariate Cox model analysis showed that new-onset hyperlipidemia after receiving antiviral therapy was significantly positively correlated with BMI between 18.5-23.9 and ≥24 kg/m2, the initial antiviral treatment regimen containing LPV/r, efavirenz and other factors A baseline CD4 cell count of 200 to 349 cells /μL was negatively correlated with new-onset hyperlipidemia. Conclusion HIV/AIDS patients with high BMI and an initial antiviral regimen including Kaletra or efavirenz have a significantly higher risk of hyperlipidemia. Follow-up monitoring of blood lipid in these patients should be strengthened.
6.Optimizing Bayesian penalized likelihood algorithm for low count PET reconstruction to simulate low dose PET imaging
Weiwei RUAN ; Fang LIU ; Hua SHU ; Jia HU ; Xiaoli LAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2023;43(12):718-723
Objective:To study whether Bayesian penalized likelihood (BPL) and its optimized reconstruction algorithm can improve the reconstructed image quality of low count total-body PET.Methods:Eight patients (5 males, 3 females, age (67.2±6.3) years) who underwent hybrid 18F-FDG PET/MR total-body scans at Department of Nuclear Medicine in Union Hospital, Tongji Medical College, Huazhong University of Science and Technology were collected retrospectively from January to June in 2023. Total-body PET/MR images of them were included and list-mode data were reconstructed with four methods, namely 25% counts conventional reconstruction (group 1), 100% counts conventional reconstruction (group 2), 25% counts BPL reconstruction (group 3), and 25% counts optimized BPL reconstruction (group 4). At last, 32 total-body PET images were obtained. SUV max and SUV mean in different ROIs and tumor metabolic volume (MTV) were measured. Total lesion glycolysis (TLG) and parameters of image quality including the ratio of lesion to background (L/B) and image signal-to-noise ratio (SNR) were calculated. Then the differences in all the parameters among the four groups were analyzed by repeated measures analysis of variance and Friedman test. Quantitative differences between BPL reconstruction and optimized BPL with the 100% counts conventional reconstruction were compared respectively by using the Bland-Altman (BA) plot. Results:For the inter-group comparison, except for SUV mean in the muscle ( F=0.38, P=0.767), SUV max and SUV mean in other ROIs were statistically different ( F values: 8.15-36.08, χ2=18.15, all P<0.01), as well as MTV and L/B ( χ2 values: 10.65, 13.35, P values: 0.014, 0.004), but not for TLG ( χ2=4.95, P=0.175) or SNR ( F=2.64, P=0.076). For the pairwise comparison, the differences between group 2 and group 3 were the most significant (all P<0.05). Compared with group 2, there were no significant differences for SUV max and SUV mean of the cerebellar cortex and lesions in group 4 (all P>0.05), as well as MTV and L/B (both P>0.05). In addition, compared with group 1, SUV max of liver and muscle in group 2 were decreased (both P<0.05), while there were no significant differences in group 4 (all P>0.05). BA plots showed that the differences of SUV, MTV, and TLG between group 4 and group 2 were smaller obviously than those between group 3 and group 2. Conclusion:BPL reconstruction can improve low focus detection sensitivity induced by low counts, but it will cause significant changes for PET quantification, which can be solved by optimized BPL reconstruction.
7.The experience of adult inpatients with obstructive sleep apnea-hypopnea syndrome after surgery: a qualitative research
Chunyan GUAN ; Miao WANG ; Hongxia RUAN ; Jing QIU ; Xiaoli HUANG ; Guihong WU
Chinese Journal of Practical Nursing 2022;38(5):365-371
Objective:To explore the experience of the postoperative adult patients with obstructive sleep apnea-hypopnea syndrome from the patients′ angle and to provide references for improving the postoperative comfort of the patients.Methods:The phenomenology research method was adopted in this study. Thirteen postoperative adult patients with obstructive sleep apnea-hypopnea syndrome from Department of Otolaryngology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology participated in the in-depth interview with the interview outline. Data were analyzed by using Colaizzi′s phenomenological method.Results:Three level-1 themes and ten level-2 themes were extracted. The physical discomfort included throat discomfort, lacking of enough sleep at night, restricted diet, limitation in speaking. The negative emotion included the sense of worry, helplessness, fidget and regret. The wish of support included the wish of coping strategy and being understanded.Conclusions:The main uncomfortable experience of the patients is the throat discomfort which has the chain reaction and causes the other discomfort. So the nurses should inquire patients initiatively, cooperate with doctors and patients′ family members to relieve patients′ discomfort particularly at night, and then the patients′ quality of life, nurse-patient relationship and patients′ satisfaction may be improved.
8.Diagnostic value of 68Ga-FAPI PET for restaging and its impact on treatment decision in patients with colorectal cancer
Chunxia QIN ; Yangmeihui SONG ; Fang LIU ; Weiwei RUAN ; Yongkang GAI ; Qingyao LIU ; Xiaoli LAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2021;41(12):717-721
Objective:To explore the diagnostic value of 68Ga-fibroblast activation protein inhibitor (FAPI) PET for the restaging of patients with colorectal cancer and its impact on treatment strategy. Methods:Patients with colorectal cancer who underwent 68Ga-FAPI PET imaging in the PET Center of Union Hospital, Tongji Medical College, Huazhong University of Science and Technology from June 2020 to June 2021 were retrospectively analyzed. PET images were evaluated by 3 experienced imaging physicians. Biopsy or postoperative pathology, clinical and imaging follow-up results were as the gold standard. The diagnostic value of PET was compared with conventional imaging (CT/MR), and the impact of 68Ga-FAPI PET on guiding treatment was evaluated. χ2 test and Fisher exact test were used to compare the differences between groups. Results:A total of 33 patients were included (17 males, 16 females, age (52.8±12.3) years), of which 24 were finally diagnosed as recurrence/metastases/progression. The accuracy, sensitivity, specificity, positive predictive value and negative predictive value of 68Ga-FAPI PET in detecting recurrence/metastases/progression of colorectal cancer were 93.9%(31/33), 100%(24/24), 7/9, 92.3%(24/26) and 7/7, respectively. Its accuracy, sensitivity and negative predictive value were significantly higher than those of conventional imaging (64.5%(20/31), 56.5%(13/23) and 7/17; χ2 values: 8.549 and 10.786, all P<0.05). Compared with the clinical or pathological stage before examination, 68Ga-FAPI PET led upstaging to stage Ⅳ in 12 patients (50.0%, 12/24). Of the 31 patients who were correctly diagnosed by 68Ga-FAPI PET, the treatment regimen of 22 patients (71.0%) was changed because of 68Ga-FAPI PET imaging. Conclusion:68Ga-FAPI PET has good diagnostic performance in the restaging of colorectal cancer, which is helpful to further guide clinical treatment strategy.
9. Protection management and procedures of nuclear medicine imaging during novel coronavirus (2019-nCov) infection epidemic period
Xiaoli LAN ; Xun SUN ; Chunxia QIN ; Weiwei RUAN ; Jia HU ; Jing LIN ; Fan HU ; Ting WANG ; Xiaotian XIA ; Yongxue ZHANG ; Rui AN ; Zairong GAO ; Yanyan WU ; Lijuan XIONG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2020;40(2):105-107
At the end of December 2019, acute respiratory infectious diseases caused by a new type of coronavirus were prevalent in Wuhan and other cities of China. Different from radiology examinations, the protocols of nuclear medical imaging examinations are complicated, in which more workplaces and staff are needed, resulting more complex management of patients and higher protection requirements. Combined with the characteristics of SPECT and PET imaging procedures, this paper puts forward some suggestions on the protective process of imaging examinations for patients with confirmed or suspected novel coronavirus infection. The main purpose is to protect medical staff from virus infection, effectively reduce the risk of virus transmission during the examination process, and ensure the medical quality and safety.
10. Protection management and procedures of nuclear medicine imaging during novel coronavirus (2019-nCov) infection epidemic period
Xiaoli LAN ; Xun SUN ; Chunxia QIN ; Weiwei RUAN ; Jia HU ; Jing LIN ; Fan HU ; Ting WANG ; Xiaotian XIA ; Yongxue ZHANG ; Rui AN ; Zairong GAO ; Yanyan WU ; Lijuan XIONG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2020;40(0):E001-E001
At the end of December 2019, acute respiratory infectious diseases caused by a new type of coronavirus were prevalent in Wuhan and other cities of China. Different from radiology examinations, the protocols of nuclear medical imaging examinations are complicated, in which more workplaces and staff are needed, resulting more complex management of patients and higher protection requirements. Combined with the characteristics of SPECT and PET imaging procedures, this paper puts forward some suggestions on the protective process of imaging examinations for patients with confirmed or suspected noval coronavirus infec- tion. The main purpose is to protect medical staff from virus infection, effectively reduce the risk of virus transmission during the examination process, and ensure the medical quality and safety.


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