1.Diagnostic value of machine learning model based on 18F-FDG PET/CT for polymyalgia rheumatic
Suwendong SUN ; Xiaoliang SHAO ; Wanlan JIANG ; Lu ZHANG ; Ting XU ; Min WU ; Yuetao WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(2):92-97
Objective:To investigate the diagnostic value of machine learning model based on 18F-FDG PET/CT for polymyalgia rheumatica (PMR). Methods:From November 2014 to December 2022, 177 patients (119 males, 58 females; age: 67.0 ( 61.0, 72.0) years) admitted to the Department of Rheumatology and Immunology, the First People′s Hospital of Changzhou, with suspected PMR and undergoing 18F-FDG PET/CT examination were retrospectively analyzed. Patients were randomly divided into training set and validation set at the ratio of 7∶3. Three machine learning models, including classification and regression tree (CART), the least absolute shrinkage and selection operator (LASSO) algorithm, and logistic regression, were established based on the PET/CT imaging features to aid in the diagnosis of PMR. The diagnostic efficacy of each model was evaluated by ROC curve analysis and differences among AUCs were analyzed by Delong test. Results:There were 78(44.1%, 78/177) PMR patients and 99(55.9%, 99/177) non-PMR patients, and 124 patients in the training set and 53 patients in the validation set. The logistic regression model (training set: AUC=0.961; validation set: AUC=0.930) was superior to the CART (training set: AUC=0.902, z=2.96, P=0.003; validation set: AUC=0.844, z=2.46, P=0.014) in diagnosing PMR, and was similar to LASSO algorithm (training set: AUC=0.957, z=0.95, P=0.340; validation set: AUC=0.930, z=0.00, P=1.000), but with fewer sites evaluated. The simplified PMR-Logit score had the AUC of 0.951 in the overall population, with the sensitivity of 89.74%(70/78) and the specificity of 90.91%(90/99). Conclusion:Machine learning models based on 18F-FDG PET/CT imaging features are expected to be an effective diagnostic tool for PMR.
2.Value of left ventricular shape index and eccentricity index of gated myocardial perfusion imaging in the evaluation of left ventricular remodeling in patients with myocardial infarction
Xiaoyi XI ; Luxia WANG ; Qi YAO ; Shihao HUANGFU ; Yuxin XIAO ; Zhifang WU ; Ping WU ; Li LI ; Rui YAN ; Yuetao WANG ; Minfu YANG ; Sijin LI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(1):6-11
Objective:To investigate the clinical value of left ventricular shape index (SI) and eccentricity index (EI) in evaluating left ventricular remodeling.Methods:A retrospective analysis was performed on 324 patients (264 males, 60 females, age (62.5±11.8) years) diagnosed with myocardial infarction (MI) and 113 healthy controls (HC; 47 males, 66 females, age (57.8±10.7) years) who received gated myocardial perfusion imaging (GMPI) in First Hospital of Shanxi Medical University from January 2016 to September 2020. SI (end-diastolic SI (EDSI), end-systolic SI (ESSI)), EI and left ventricular function parameters (end-diastolic volume (EDV), end-systolic volume (ESV), left ventricular ejection fraction (LVEF), summed motion score (SMS), summed thickening score (STS), peak ejection rate (PER) and peak filling rate (PFR)) were obtained by quantitative gated SPECT (QGS) software. Propensity score (PS) inverse probability of treatment weighting (IPTW) was used to balance the intergroup covariates. The differences and correlations of EDSI, ESSI, EI and left ventricular function parameters between patients in MI group and HC group were analyzed. ROC curve analysis was used to evaluate the values of EDV, EDSI, ESSI and EI alone and in combination in the assessment of left ventricular systolic function impairment. Data were analyzed by independent-sample t test, Pearson correlation and Spearman rank correlation analyses, and Delong test. Results:After IPTW, EDSI and ESSI in MI group ( n=319) were higher than those in HC group ( n=133; EDSI: 0.66±0.09 vs 0.60±0.06; ESSI: 0.59±0.11 vs 0.47±0.07; t values: 8.05, 14.67, both P<0.001), and EI was lower than that in HC group (0.81±0.06 vs 0.85±0.03; t=-8.93, P<0.001). In both groups, there were significant correlations between EDSI and ESSI ( r values: 0.928, 0.873), between EDSI, ESSI and EI ( r values: from -0.831 to -0.641), between EDSI, ESSI and LVEF ( r values: from -0.627 to -0.201), between ESSI and EDV, ESV and SMS ( rs values: 0.336-0.584), between ESSI and -PER, PFR ( rs values: from -0.406 to -0.402, r values: from -0.352 to -0.325) (all P<0.01). ROC curve analysis showed that EDV (AUC: 0.895) and ESSI (AUC: 0.839) had the highest efficacy in evaluating left ventricular systolic function impairment in MI group and HC group, respectively. EDV-EDSI-ESSI-(1-EI) had higher efficacy in the assessment of impaired left ventricular systolic function in MI group (AUC: 0.956), which was higher than that of EDV or EDV-EDSI or EDV-ESSI or EDV-(1-EI) ( z values: from -2.64 to -2.18, P values: 0.008-0.029); EDV-EDSI-ESSI-(1-EI) also had high efficacy in HC group (AUC: 0.911), which was higher than that of EDV or EDV-EDSI or EDV-(1-EI) ( z values: from -2.60 to -2.43, P values: 0.009-0.015). Conclusions:In MI patients, the increase of SI and the decrease of EI indicate the increase of left ventricular sphericity and the aggravation of left ventricular remodeling. SI and EI have certain clinical application values in evaluating left ventricular morphology, predicting left ventricular remodeling and left ventricular systolic function impairment.
3.Predictive values of electrocardiogram P wave dispersion and P wave peak time in lead Ⅱ for new-onset atrial fibrillation in patients with essential hypertension
Chunlei WU ; Pan YANG ; Min XU ; Ying LI ; Yuetao WANG
Journal of Clinical Medicine in Practice 2024;28(22):21-25
Objective To investigate the predictive values of electrocardiogram P wave dispersion (PWD) and P wave peak time in lead Ⅱ (PWPT Ⅱ) for new-onset atrial fibrillation in patients with essential hypertension. Methods A total of 120 essential hypertension patients diagnosed as new-onset atrial fibrillation in the First People's Hospital of Changzhou City from July 2021 to June 2023 were selected as atrial fibrillation group, and 240 essential hypertension patients without atrial fibrillation in the same period matched by age and gender were selected as control group. Electrocardiograms under sinus rhythm were obtained from the patients in the last year through the electronic medical record system. The basic clinical data and electrocardiogram indexes were compared between the two groups; the correlations of PWD and PWPT Ⅱ with new-onset atrial fibrillation in patients with essential hypertension were analyzed by binary Logistic regression; the receiver operating characteristic (ROC) curve was drawn, and the intra-observer and inter-observer agreement tests were conducted by the intra-class correlation coefficient (ICC). Results Heart rate (HR) of the atrial fibrillation group was significantly lower than that of the control group, while the body surface area (BSA), PR interval, PWD and PWPT Ⅱ were significantly higher than those of the control group (
4.Chinese expert consensus on emergency surgery for severe trauma and infection prevention during corona virus disease 2019 epidemic (version 2023)
Yang LI ; Yuchang WANG ; Haiwen PENG ; Xijie DONG ; Guodong LIU ; Wei WANG ; Hong YAN ; Fan YANG ; Ding LIU ; Huidan JING ; Yu XIE ; Manli TANG ; Xian CHEN ; Wei GAO ; Qingshan GUO ; Zhaohui TANG ; Hao TANG ; Bingling HE ; Qingxiang MAO ; Zhen WANG ; Xiangjun BAI ; Daqing CHEN ; Haiming CHEN ; Min DAO ; Dingyuan DU ; Haoyu FENG ; Ke FENG ; Xiang GAO ; Wubing HE ; Peiyang HU ; Xi HU ; Gang HUANG ; Guangbin HUANG ; Wei JIANG ; Hongxu JIN ; Laifa KONG ; He LI ; Lianxin LI ; Xiangmin LI ; Xinzhi LI ; Yifei LI ; Zilong LI ; Huimin LIU ; Changjian LIU ; Xiaogang MA ; Chunqiu PAN ; Xiaohua PAN ; Lei PENG ; Jifu QU ; Qiangui REN ; Xiguang SANG ; Biao SHAO ; Yin SHEN ; Mingwei SUN ; Fang WANG ; Juan WANG ; Jun WANG ; Wenlou WANG ; Zhihua WANG ; Xu WU ; Renju XIAO ; Yang XIE ; Feng XU ; Xinwen YANG ; Yuetao YANG ; Yongkun YAO ; Changlin YIN ; Yigang YU ; Ke ZHANG ; Xingwen ZHANG ; Guixi ZHANG ; Gang ZHAO ; Xiaogang ZHAO ; Xiaosong ZHU ; Yan′an ZHU ; Changju ZHU ; Zhanfei LI ; Lianyang ZHANG
Chinese Journal of Trauma 2023;39(2):97-106
During coronavirus disease 2019 epidemic, the treatment of severe trauma has been impacted. The Consensus on emergency surgery and infection prevention and control for severe trauma patients with 2019 novel corona virus pneumonia was published online on February 12, 2020, providing a strong guidance for the emergency treatment of severe trauma and the self-protection of medical staffs in the early stage of the epidemic. With the Joint Prevention and Control Mechanism of the State Council renaming "novel coronavirus pneumonia" to "novel coronavirus infection" and the infection being managed with measures against class B infectious diseases since January 8, 2023, the consensus published in 2020 is no longer applicable to the emergency treatment of severe trauma in the new stage of epidemic prevention and control. In this context, led by the Chinese Traumatology Association, Chinese Trauma Surgeon Association, Trauma Medicine Branch of Chinese International Exchange and Promotive Association for Medical and Health Care, and Editorial Board of Chinese Journal of Traumatology, the Chinese expert consensus on emergency surgery for severe trauma and infection prevention during coronavirus disease 2019 epidemic ( version 2023) is formulated to ensure the effectiveness and safety in the treatment of severe trauma in the new stage. Based on the policy of the Joint Prevention and Control Mechanism of the State Council and by using evidence-based medical evidence as well as Delphi expert consultation and voting, 16 recommendations are put forward from the four aspects of the related definitions, infection prevention, preoperative assessment and preparation, emergency operation and postoperative management, hoping to provide a reference for severe trauma care in the new stage of the epidemic prevention and control.
5.Value of absolute quantification of myocardial perfusion by PET in detecting coronary microvascular disease in patients with non-obstructive coronaries
Ping WU ; Xiaoshan GUO ; Xi ZHANG ; Zhifang WU ; Ruonan WANG ; Li LI ; Meng LIANG ; Hongliang WANG ; Min YAN ; Zhixing QIN ; Pengliang CHENG ; Chunrong JIN ; Minfu YANG ; Yuetao WANG ; Sijin LI
Chinese Journal of Cardiology 2020;48(3):205-210
Objective:To compare the incidence of coronary microvascular disease (CMVD) between patients with non-obstructive and obstructive coronary arteries.Methods:We retrospectively analyzed 97 patients with angina pectoris, who underwent the absolute quantitative PET examination of myocardial perfusion and coronary anatomy examination within 90 days. All patients were divided into two groups: non-obstructive group (72 cases, no stenosis ≥50% in all three coronary arteries) and obstructive group (25 cases, at least one coronary stenosis ≥50%; and at least one coronary stenosis<50%). Quantitative parameters derived from PET including rest myocardial blood flow (RMBF), stress myocardial blood flow (SMBF), coronary flow reserve (CFR) and cardiovascular risk factors were compared between the two groups. CMVD was defined as CFR<2.90 and SMBF <2.17 ml·min -1·g -1. Results:Incidence of CMVD was significant higher in the non-obstructive coronary arteries of the obstructive group than in the non-obstructive coronary arteries of non-obstructive group (47.1% (16/34) vs. 25.5% (55/216), χ 2=6.738, P=0.009) while incidence of CMVD was similar between non-obstructive and obstructive patients ((44% (11/25) vs. 33.3% (24/72), χ 2=0.915, P=0.339). RMBF ((0.83±0.14) ml·min -1·g -1 vs. (0.82±0.17) ml·min -1·g -1), SMBF ((2.13±0.60) ml·min -1·g -1 vs. (1.91±0.50) ml·min -1·g -1) and CFR (2.59±0.66 vs. 2.36±0.47) were similar between the two groups (all P>0.05). Conclusions:CMVD can occur in non-obstructive coronary arteries in both patients with non-occlusive coronary arteries and patients with obstructive coronary arteries. Prevalence of CMVD is significantly higher in patients with obstructive coronary arteries than in patients with non-obstructive coronary arteries. The CMVD severity is similar between the two groups.
6. Phase analysis of gated myocardial perfusion imaging for early diagnosis of cardiotoxicity caused by anthracyclines in patients with diffuse large B-cell lymphoma
Chun QIU ; Yan LIN ; Weiying GU ; Jianfeng WANG ; Xiaoliang SHAO ; Feifei ZHANG ; Jiatian CHEN ; Xiaoxia LI ; Bai HE ; Xiaobao XIE ; Zhifang WU ; Yuetao WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2019;39(10):591-596
Objective:
To evaluate the left ventricular systolic synchrony and investigate the early diagnostic value of left ventricular systolic dyssynchrony on cardiotoxicity caused by anthracyclines in patients with diffuse large B-cell lymphoma (DLBCL).
Methods:
Thirty-two patients (22 males, 10 females, age: 22-73(54.4±14.2) years) from June 2016 to January 2019 with confirmed DLBCL and normal gated myocardial perfusion imaging (GMPI) before anthracyclines chemotherapy were enrolled prospectively. GMPI was performed after 6 cycles or more of chemotherapy. Changes of myocardial markers, electrocardiogram (ECG) indicators, left ventricular function indicators including left ventricular ejection fraction (LVEF), left ventricular end-diastolic volume (LVEDV), left ventricular end-systolic volume (LVESV), peak filling rate (PFR), summed motion score (SMS) and summed thickening score (STS) as well as left ventricular systolic synchrony indicators including phase bandwidth (BW), phase standard deviation (SD) and entropy before and after anthracyclines chemotherapy were analyzed. Paired
7. Clinical value of 18F-FDG PET/CT in assessing muscular inflammation of dermatomyositis
Dongyan WANG ; Min WU ; Yuetao WANG ; Chun QIU ; Xiaoliang SHAO ; Rong NIU ; Xiaosong WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2018;38(8):532-536
Objective:
To analyze the imaging characteristics and diagnostic value of 18F-fluorodeoxyglucose (FDG) PET/CT in muscular inflammation in dermatomyositis (DM), as well as the relationship between maximum standardized uptake value (SUVmax) and activity of muscular inflammation.
Methods:
From July 2013 to November 2016, 17 hospitalized DM patients (8 males, 9 females, age range: 35-78 years) who underwent 18F-FDG PET/CT were retrospectively reviewed, including 13 typical DM (TDM) and 4 amyopathic DM (ADM). Seventeen healthy volunteers (8 males, 9 females, age range: 35-78 years) in the same period were enrolled as the control group. The proximal limb muscles of whole body were divided into 7 areas, and the SUVmax of each was measured and recorded. Two-sample
8.Forecasting of Molecular Sponge Mechanism Mediated by LOC389023 in Patients with Intractable Temporal Lobe Epilepsy
Yuetao WEN ; Wei JIANG ; Kunlun WU ; Quanhong SHI
Journal of Sun Yat-sen University(Medical Sciences) 2017;38(1):106-112
[Objective]To forecast the sponge mechanism mediated by LOC389023 in patients with intractable temporal lobe epilepsy(TLE),through investigating the expression of microRNA interacted with dipeptidyl peptidase 10(DPP10)and LOC389023.[Methods]The expression of DPP10 and Kv4.3 were detected in 15 temporal neocortex from patients with brain trauma (control group)and in 26 temporal neocortex from patients with intractable TLE(epilepsy group)by western blot(WB)and immunohisto?chemical(IHC)staining. The location of DPP10 and voltage dependent potassium channel 4.3(Kv4.3)was detected by immunofluo?rescent(IF)staining. The interaction between DPP10 and Kv4.3 was testified by co-immunoprecipitation(Co-IP). The expression of microRNA obtained by softwares(miRanda,Pita,TargetScan and miRDB)was detected by qPCR.[Results]IHC and WB showed an increased expression of DPP10(P<0.05)and a decreased expression of Kv4.3(P<0.05)in the epilepsy group. IF showed that the DPP10 and the Kv4.3 co-expressed in the membrane and the cytoplasm of neurons. Co-IP showed obvious interaction between the DPP10 and the Kv4.3.Five microRNA(miR-32-5p,miR-140-5p,miR-367-3p,miR-25-3p,miR-4325)were obtained by soft?wares. No significant differences in the expression of miR-32-5p and miR-4325 were found between epilepsy group and control group by qPCR(P>0.05). But decreased expression of LOC389023 and miR-140-5p and increased expression of miR-25-3p and miR-367-3p were found in epilepsygroup compared to control group (P < 0.05).[Conclusion]miR-25-3p and miR-367-3p may be regulated by LOC389023 through the sponge mechanism followed by altered expression of DPP10 in intractable temporal lobe epilepsy.
9.Clinical application of 18F-FDG PET/CT in Takayasu arteritis
Dongyan WANG ; Yuetao WANG ; Xiaoliang SHAO ; Min WU ; Yansong YANG ; Xiaosong WANG ; Xiaonan SHAO
Chinese Journal of Nuclear Medicine and Molecular Imaging 2016;36(4):340-344
Objective To investigate the characteristics of 18F-FDG PET/CT imaging in Takayasu arteritis (TA) and its clinical value.Methods Five male patients with TA in active phase (age range:65-82 years;mean age:(72.8±6.6) years) from November 2011 to August 2014 were retrospectively analyzed.All patients underwent 18F-FDG PET/CT imaging,and one of them who was in stable phase after one year's treatment underwent follow-up PET/CT imaging.The characteristics of the abnormal 18F-FDG uptake and SUVmax of lesions were analyzed.Another 5 age-and gender-matched patients with slightly elevated tumor markers and normal results of 18F-FDG PET/CT imaging in the same period were selected as the control group.Arteries were divided into 18 segments,including the ascending aorta,the aortic arch,the descending aorta,the abdominal aorta,the brachiocephalic trunk,the left/right common carotid,the left/right subclavian,the left/right brachial,the superior mesenteric,the left/right common iliac,the left/right renal,and the left/right femoral,and their SUVmax were measured respectively.Paired t test was used to analyze the difference of SUVmax between TA group and the control group.Results (1) 18 F-FDG PET/CT imaging displayed diffused increase of radioactivity in the wall of aorta and its major branches in TA group,and CT showed multiple irregular thickening,punctate and banding calcification in arterial walls of those patients.The ascending aorta,the aortic arch,the descending aorta,the abdominal aorta,the brachiocephalic trunk,the left/right subclavian,the left/right common carotid,and the left/right common iliac artery were all involved in 5 patients;the left/right brachial and the left/right femoral artery were involved in 4 patients and the superior mesenteric artery was involved in 2 cases.The SUVmax range was 1.4-7.6,the highest SUVmax was in the left subclavian artery (n=2),the right subclavian artery (n=1) and the abdominal aorta artery (n=2).(2)The SUVmax of TA group and the control group were 3.96±1.35 and 2.13±0.53,respectively(t=10.40,P<0.001).(3) As to the TA patient in stable phase after treatment,the FDG uptake of the wall of aorta and its major branches decreased obviously compared with that before treatment.The SUVmax of left subclavian artery decreased from 6.8 to 3.2.Conclusions 18F-FDG PET/CT is helpful in diagnosis of TA.It could accurately display the range of involved arteries,reflect the activity of the lesion and evaluate the therapeutic response.
10.Application of 18F-FDG PET or PET/CT in the diagnosis and treatment monitoring of rheumatic disease
Dongyan WANG ; Min WU ; Xiaoliang SHAO ; Yuetao WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2014;34(3):257-260
18F-FDG PET or PET/CT plays an important role in the differential diagnosis of rheumatic disease.By imaging evaluation of glucose metabolism,18F-FDG PET or PET/CT can identify disease activity and distribution.It can also evaluate treatment response of rheumatic disease based on the change of glucose metabolism between baseline and follow-up studies.This article reviews the clinical application of 18F-FDG PET or PET/CT in rheumatoid arthritis (RA),seronegative spondylarthropathy (SpA),large vessel vasculitis (LVV),polymyalgia rheumatica (PMR) and adult onset Still's disease (AOSD).


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