1.Establishment and verification of prediction model for benign or malignant of≤20 mm solitary pulmonary nodules
Hua ZHONG ; Anqi LI ; Jianghe KANG ; Jin′an WANG ; Shaoyin DUAN
Chinese Journal of Radiology 2021;55(7):745-750
Objective:To establish and verify the prediction model of benign or malignant of solitary pulmonary nodules (SPNs≤20 mm) based on artificial intelligence.Methods:Totally 338 SPNs (≤20 mm) from 279 patients, confirmed by operation and pathology, were selected in Zhongshan Hospital Xiamen University from November 2018 to May 2020. Clinical data (age, gender, smoking history, individual and family history of malignancy), image features (maximum diameter, minimum diameter, solid proportion, volume, lobulation sign, burr sign, vacuole sign, cavity sign, pleural indentation sign, and radiomic features (maximum CT value, minimum CT value, average CT value, median CT value, CT value standard deviation, skewness, peak, energy, entropy) were analyzed retrospectively. All the data of patients were randomly divided into training set (271 SPNs) and test set (67 SPNs). In the training set, the clinical, image features and radiomic features were first selected by the least absolute shrinkage and selection operator (LASSO) regression, then the independent risk factors of SPN (≤20 mm) were screened out by multi-variate logistic regression analysis, and the nomogram prediction models were constructed. Finally, the data of test set were used to verify the prediction model by the ROC curve and calibration curve (CC).Results:In the training set of 271 SPNs, 81 SPNs were benign and 190 malignant. After analysis of LASSO regression and multi-factor logistics regression, the independent predictors of benign or malignant SPN were age, gender, largest diameter, vacuole sign and solid proportion. The prediction model was P=e x/(1+e x), x=-2.583+0.027×age+1.519×gender+0.127×maximum diameter-2.132×solid proportion+1.720×vacuole sign. The results of the model showed that the area under curve (AUC) of ROC was 0.850, and the sensitivity was 73.7%, specificity was 82.7% and accuracy was 82.3%. In the test set of 67 SPNs, 22 SPNs were benign and 45 malignant. The results showed that the AUC of ROC was 0.882, and the sensitivity was 82.2%, specificity was 81.8% and accuracy was 85.1%. The calibration nomogram of prediction model showed that CC from training set or test set well coincided with its individual ideal curve ( Ptraining=0.688, Ptest=0.618). Conclusion:Prediction model of benign or malignant SPN ≤20 mm is established based on AI; it can obtain the prediction probability and has good diagnostic efficiency.
2.Diagnostic value of 18F-PSMA-1007 PET/CT in seminal vesicle invasion of prostate cancer
Anqi ZHENG ; Zhuonan WANG ; Yunxuan LI ; Dong HAN ; Cong SHEN ; Weixuan DONG ; Wang YUAN ; Xiaoyi DUAN
Chinese Journal of Nuclear Medicine and Molecular Imaging 2023;43(9):523-527
Objective:To evaluate the diagnostic value of the 18F-prostate specific membrane antigen (PSMA)-1007 PET/CT in seminal vesicle invasion (SVI) of prostate cancer. Methods:Clinical and pathological materials of 88 patients (age: 51-84 years) who underwent radical prostatectomy (RP) between May 2019 and December 2021 in the First Affiliated Hospital of Xi′an Jiaotong University were analyzed retrospectively. All patients underwent 18F-PSMA-1007 PET/CT examination for primary staging before surgery. The diagnostic efficiency of 18F-PSMA-1007 PET/CT in SVI was obtained using postoperative pathological results as the " gold standard" and ROC curve was drawn. Furthermore, univariate and multivariate logistic regression analyses were used to screen the influencing factors for 18F-PSMA-1007 PET/CT prediction of SVI. Results:The accuracy, sensitivity, specificity, positive predictive value and negative predictive value of 18F-PSMA-1007 PET/CT in diagnosing SVI were 79.55%(70/88), 72.73%(16/22), 81.82%(54/66), 57.14%(16/28) and 90.00%(54/60), respectively. The ROC AUC was 0.77. Results of univariate logistic regression showed that total prostate specific antigen (tPSA), primary SUV max, Gleason score, International Society of Urological Pathology (ISUP) grade group were associated with 18F-PSMA-1007 PET/CT prediction of SVI. Results of multivariate logistic regression showed that Gleason score (odds ratio ( OR)=2.04, 95% CI: 1.19-3.50, P=0.009) was a predictor of SVI in prostate cancer. Conclusion:18F-PSMA-1007 PET/CT has certain diagnostic value in SVI of prostate cancer, and combining with Gleason score can improve the diagnostic efficiency.
3.Effects of the extent of regional lymph node dissection on the prognosis of patients with T4 gallbladder carcinoma: a multi-center retrospective analysis
Anqi DUAN ; Facai YANG ; Zhiyuan BO ; Ningjia SHEN ; Yuanjin LIU ; Zhimin GENG ; Zhaohui TANG ; Jingdong LI ; Yongjie ZHANG ; Yinghe QIU
Chinese Journal of Digestive Surgery 2019;18(2):135-139
Objective To investigate the effects of the extent of regional lymph node dissection on the prognosis of patients with T4 gallbladder carcinoma.Methods The retrospective cohort study was conducted.The clinicopathological data of 64 patients with T4 gallbladder carcinoma who underwent radical cholecystectomy in the 4 medical centers between January 2013 and December 2016 were collected,including 31 in the Eastern Hepatobiliary Surgery Hospital of Naval Medical University,16 in the First Affiliated Hospital of Xi'an Jiaotong University,11 in the Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine and 6 in the Affiliated Hospital of North Sichuan Medical College.There were 27 males and 37 females,aged from 35 to 77 years,with a median age of 59 years.Sixty-four patients underwent radical cholecystectomy and regional lymph node dissection.According to the extent of intraoperative lymph node dissection,25 patients (13 in the Eastern Hepatobiliary Surgery Hospital of Naval Medical University,6 in the First Affiliated Hospital of Xi'an Jiaotong University,4 in the Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine and 2 in the Affiliated Hospital of North Sichuan Medical College) whose extent of lymph node dissection involved lymph nodes next to cystic duct,hepatoduodenal ligament,back of head of pancreas,next to common hepatic artery and celiac trunk were allocated into the extended dissection group,39 patients (18 in the Eastern Hepatobiliary Surgery Hospital of Naval Medical University,10 in the First Affiliated Hospital of Xi'an Jiaotong University,7 in the Xinhua Hospital Affiliated to Shanghai Jiaotong University School of Medicine and 4 in the Affiliated Hospital of North Sichuan Medical College) whose extent of lymph node dissection involved lymph nodes next to cystic duct and hepatoduodenal ligament were allocated into the control group.Observation indicators:(1) postoperative complications;(2) follow-up and survival situations.Follow-up using outpatient examination and telephone interview was performed to detect postoperative overall survival up to January 2018.Measurement data with normal distribution were represented as Mean±SD,and comparison between groups was evaluated with the independentsample t test.Count data were represented as absolute number or percentage,and comparison between groups was analyzed using the chi-square test and Fisher exact probability.The survival curve was drawn using the KaplanMeier method,and the comparison of survival rates was done by the Log-rank test.Results (1) Postoperative complications:64 patients with T4 gallbladder carcinoma underwent successful radical cholecystectomy and regional lymph node dissection,without intraoperative death.Twelve patients had different degrees of postoperative complications.Four of 7 patients undergoing extended radical cholecystectomy had postoperative complications.Twenty-five patients in the extended dissection group were cured by conservative treatment,including 4 with intraperitoneal infection and 2 with pancreatic leakage,with a complication incidence of 24.0% (6/25).Thirtynine patients in the control group were cured by conservative treatment,including 5 with intraperitoneal infection and 1 with gastric retention,with a complication incidence of 15.4% (6/39).There was no statistically significant difference in the complication incidence between the two groups (x2=0.284,P>0.05).(2) Follow-up and survival situations:64 patients were followed up for 1-60 months.The postoperative overall median survival time was l l months.The postoperative median survival time,1-,3-and 5-year cumulative survival rates were respectively 18 months,80%,16%,9% in the extended dissection group and 8 months,21%,4%,0 in the control group,with a statistically significant difference in the prognosis between the two groups (x2=14.744,P< 0.05).Conclusions On the premise of practiced surgical skill,extended regional lymph node dissection cannot increase incidence of surgical complication in patients with T4 gallbladder carcinoma after radical resection.Actively extending lymph node dissection up to near common hepatic artery,peri-celiac trunk and back of head of pancreas can improve long-term survival and prognosis.
4.Investigation on Coronavirus Disease-2019,Clinical Characteristics and Influencing Factors in Patients With Pulmonary Hypertension During the Coronavirus Disease-2019 Pandemic
Anqi DUAN ; Yi ZHANG ; Zhihui ZHAO ; Qing ZHAO ; Xin LI ; Zhihua HUANG ; Meixi HU ; Sicheng ZHANG ; Luyang GAO ; Qin LUO ; Zhihong LIU
Chinese Circulation Journal 2023;38(12):1285-1290
Objectives:To investigate the prevalence,clinical characteristics and risk factors of coronavirus disease-2019(COVID-19)in patients with pulmonary hypertension(PH). Methods:A questionnaire survey was conducted from December 30,2022 to January 6,2023 through the WeChat official account of the PH Patients Mutual Aid Organization.PH patients aged≥18 years from 26 province(municipality/autonomous region)were recruited to fill in the electronic survey questionnaire. Results:A total of 293 valid questionnaires were collected from PH patients.The mean age of patients was(40.6±12.7)years,and 226 patients(77.1%)of them were female.The vaccination rate was 59.7%(175/293),117 patients(39.9%)received three or more doses of vaccine,145 patients(49.5%)received inactivated vaccine.242 patients(82.6%)had COVID-19.The most common symptoms during infection were fever(85.5%),cough(77.7%),and fatigue(66.5%).10.7%of the patients had severe or critical COVID-19.Age(OR =1.057,95%CI:1.027-1.087,P<0.001)and comorbid pulmonary disease(OR=3.341,95%CI:1.215-9.184,P=0.019)were associated with severe or critical COVID-19.After adjusting for confounding factors,age was an independent risk factor for severe or critical COVID-19(OR=1.049,95%CI:1.019-1.080,P=0.001).Severe or critical COVID-19 was an independent risk factor for worsening heart failure in PH patients during COVID-19 pandemic(OR=10.522,95%CI:4.311-25.682,P<0.001). Conclusions:The immunization coverage of PH patients is insufficient.PH patients have a higher risk of developing severe or critical COVID-19 than general population.Ageing is an independent risk factor for severe or critical COVID-19,and the risk of worsening heart failure in PH patients with severe or critical COVID-19 is significantly increased during COVID-19 pandemic.
5.The value of 18F-PSMA PET/CT whole body tumor burden in predicting the serum PSA progression in prostate cancer
Yunxuan LI ; Anqi ZHENG ; Cong SHEN ; Zhuonan WANG ; Jungang GAO ; Xiang LIU ; Yang LI ; Xiaoyi DUAN
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(2):186-190
【Objective】 To analyze the correlation of whole body tumor burden of 18F-prostate specific membrane antigen positron emission computed tomography (18F-PSMA PET/CT) with prostate specific antigen (PSA) and Gleason score so as to evaluate the value of 18F-PSMA PET/CT whole body tumor burden for predicting serum PSA progression in prostate cancer. 【Methods】 We retrospectively recruited 213 patients with prostate cancer who underwent 18F-PSMA PET/CT scanning from March 2019 to April 2021. The serum PSA and Gleason score were collected. Whole body tumor burden was measured by a semi-automatic method. The correlation of tumor burden with serum PSA and Gleason score was analyzed. After radical prostatectomy, the patients were divided into groups according to negative or positive 18F-PSMA PET/CT. PSA differences between groups were compared, and the receiver operating characteristic curve (ROC) of the subjects was drawn so as to obtain the threshold value of PSA to predict the positive rate of 18F-PSMA PET/CT. The patients were followed up for PSA after radical surgery, divided into groups according to the progress of PSA, and the differences in tumor burden between groups were compared. 【Results】 In Gleason score ≤7, =8, and ≥9 groups, whole body tumor burden was correlated with PSA in each group (P=0.001), and tumor burden significantly differed between the groups (P<0.001). In initial diagnosis and treatment group, biochemical recurrence group, and medication group, the correlation between tumor burden and PSA was statistically significant (P=0.001). The Gleason score of primary prostate lesion was significantly correlated with systemic tumor burden (P<0.001). The area under ROC curve of PSA predicting the positive rate of 18F-PSMA PET/CT after radical prostatectomy was 0.821; when PSA>0.577 ng/mL, the sensitivity and the specificity were 66.7% and 96.8%, respectively. The mean whole body tumor burden in 18F-PSMA PET/CT positive patients with PSA progression was higher than that in patients without PSA progression. 【Conclusion】 The whole body tumor burden of 18F-PSMA PET/CT is significantly correlated with PSA, which is helpful in predicting the serum PSA progression in prostate cancer. PSA can predict the positive rate of 18F-PSMA PET/CT to a certain extent. At the same time, PSA can also predict positive results of 18F-PSMA PET/CT to a certain extent, and guide clinical rational selection of this examination.
6.Comparation of 18F-PSMA-1007 PET/CT showing prostate cancer and its infiltration area with its clinicopathology
Cong SHEN ; Yunxuan LI ; Anqi ZHENG ; Weixuan DONG ; Yang LI ; Xiaoyi DUAN
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(2):179-185
【Objective】 To explore the value of 18F-PSMA-1007 PET/CT in evaluating the primary tumor and infiltration range of prostate cancer. 【Methods】 We retrospectively collected 18F-PSMA-1007 PET/CT whole body imaging data of the patients who came to the Department of Urology, The First Affiliated Hospital of Xi’an Jiaotong University, from March 2019 to June 2021 due to suspected or diagnosed prostate cancer. No treatment was give before the examination. In addition, 51 patients underwent radical surgery after examination and obtained complete pathological results. We used a semi-automatic method to delineate the region of interest (ROI) of 40% SUVmax of prostate cancer foci, and obtained the metabolic parameters, namely, SUVmax, SUVmean, tumor metabolic volume (MTV) and total lesion metabolic (TLM). We also observed for infiltration of bilateral seminal vesicle glands and bladder. Correlation analysis was used to analyze the correlation of metabolic parameters with Gleason score and tumor grade grouping; McNemar test was used to analyze the accuracy of PSMA in evaluating the extent of prostate invasion. 【Results】 The PET/CT parameters SUVmax, SUVmean, TLM and Gleason score were not significantly correlated, but SUVmean was positively correlated with tumor grade (r=0.306, P=0.041). The pathological results showed a moderate correlation between the maximum diameter of the tumor and MTV (r=0.479, P=0.003). The sensitivity evaluated by PSMA-PET/CT to primary prostate tumor, capsule invasion, seminal vesicle gland invasion, and bladder invasion was 72.00%, 64.71%, 83.33%, and 25.00%, respectively; the specificity was 88.46%, 33.33%, 84.61%, and 95.74%, respectively; the accuracy was 80.39%, 52.94%, 86.27%, and 90.19%, respectively. 【Conclusion】 18F-PSMA-1007 PET/CT imaging has high accuracy in assessing primary tumor and the extent of invasion of prostate cancer, which indicates its value in clinical application.
7.The value of 18F-PSMA-1007 PET/CT in evaluating oligometastatic and curative effects of prostate cancer
Zhuonan WANG ; Anqi ZHENG ; Jungang GAO ; Yang LI ; Xiang LIU ; Xiaoyi DUAN
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(2):168-172
【Objective】 To investigate the value of prostate-specific antigen (PSA) level, Gleason score, and PSMA PET/CT maximum standardized uptake value (SUVmax) in predicting prostate cancer (PCa) metastasis and the treatment option of oligometastatic PCa. 【Methods】 We retrospectively recruited 170 patients with PCa confirmed by pathology, 97 of whom were untreated, and divided them into nonmetastatic group, oligometastatic group (metastasis≤5), and polymetastatic group. In addition, 28 patients with oligometastatic PCa underwent radical prostatectomy and 45 patients underwent androgen-deprivation therapy. We compared the differences in SUVmax, PSA, and Gleason scores between the three sub-groups of untreated patients, and also analyzed the correlation between SUVmax of local cancer lesions, Gleason score and PSA level. We further compared the differences in SUVmax and PSA levels between radical prostatectomy and androgen-deprivation therapy of oligometastatic PCa patients. According to Gleason score, patients with oligometastatic PCa were divided into two groups (low-intermediate risk group with Gleason score ≤7 and high-risk group with Gleason score ≥8), and the levels of SUVmax and PSA between the groups were compared. 【Results】 With the increasing number of metastases, SUVmax, PSA levels and Gleason scores all showed an upward trend, and there were significant differences among the three groups (P=0.029, P=0.001, P=0.046). The post-hoc test found significant difference in Gleason score between the oligometastatic group and the other two groups (P=0.043, P=0.002) as well as correlation of SUVmax level of the primary tumor with Gleason score and PSA (P=0.002, r=0.315; P<0.001, r=0.430). There was significant difference in PSA level between the two groups after radical prostatectomy and androgen-deprivation therapy (P=0.017). The difference in PSA between the two treatments persisted in the low-intermediate risk groups (P=0.021). 【Conclusion】 PSA level, Gleason score and SUVmax have some value in predicting PCa metastasis. Radical prostatectomy is an effective treatment strategy for patients with oligometastatic PCa, especially those with low-intermediate Gleason score.
8.The value of 18F-PSMA-1007 PET /CT in detecting the risk of metastasis in patients newly diagnosed with prostate cancer
Lu BAI ; Anqi ZHENG ; Jungang GAO ; Yang LI ; Xiang LIU ; Xiaoyi DUAN
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(2):173-178
【Objective】 To investigate the diagnostic efficiency of 18F-PSMA-1007 PET/CT in assessing the metastasis of newly diagnosed prostate cancer (PC), and evaluate its relationship with clinical risk classification. 【Methods】 The clinical data of 257 newly diagnosed PC patients who underwent 18F-PSMA-1007 PET/CT between March 2019 and April 2021 were retrospectively reviewed in this study. All images were interpreted by two senior PET/CT diagnostic specialists. According to the D’Amico risk classification, the patients were divided into low-, intermediate- and high-risk groups. According to Gleason score (GS), the patients were divided into GS≤6, GS=7, and GS≥8 groups. According to the level of serum total prostate-specific antigen (tPSA), the patients were divided into <10 ng/mL, 10-20 ng/mL, and >20 ng/mL groups. Finally, in the groups with D’Amico risk classification, the subgroups were divided according to tPSA level and GS, and the differences of 18F-PSMA-1007 PET/CT in the detection of metastasis were compared among the subgroups. 【Results】 A total of 257 patients were enrolled with a median tPSA 16.34 (3.38-783.12) ng/mL and median Gleason score (GS) 8 (range: 6-10). There were 10 (3.89%), 36 (15.01%), and 211(80.10%) PC patients in the low-, intermediate-, and high-risk groups, respectively. The rate of metastasis in high-risk group, GS ≥ 8 group, and tPSA >20 ng/mL group was 45.02%, 46.50%, and 47.02%, respectively. The rate of metastasis in low-risk group, GS ≤6 group and tPSA <10 ng/mL group was 0, 8.82%, and 15.63%, respectively. When tPSA <10 ng/mL, the rate of metastasis in low-risk group (0) was lower than that in high-risk group (33.33%). When tPSA was 10-20 ng/mL, the rate of metastasis in intermediate-risk group (7.69%) was lower than that in high-risk group (38.71%). When GS ≤6, the rate of metastasis in low-risk group (0) was lower than that in high-risk group (38.71%). 【Conclusion】 The detection rate of metastasis in patients with newly diagnosed prostate cancer by 18F-PSMA-1007 PET/CT is positively correlated with GS, preoperative tPSA level, and D’Amico risk grade.
9.The value of PCPT-RC high risk probability combined with Gleason score for predicting the risk of metastasis in newly diagnosed prostate cancer
Anqi ZHENG ; Yunxuan LI ; Zhuonan WANG ; Cong SHEN ; Weixuan DONG ; Wang YUAN ; Xiaoyi DUAN
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(2):191-195
【Objective】 To investigate the value of prostate cancer prevention trial risk calculator (PCPT-RC) combined with biopsy Gleason score for predicting the risk of metastasis in newly diagnosed prostate cancer patients. 【Methods】 We retrospectively collected the data of 74 patients with newly diagnosed prostate cancer confirmed by biopsy from April 2019 to August 2021, concurrent with 18F-PSMA-1007 PET/CT whole body imaging in the same period. Based on this, a binary logistic regression model was established to obtain the high risk probability of PCPT. We calculated the receiver operating characteristic curve (ROC) was drawn and the area under the curve, Yuden index, sensitivity, specificity, positive predictive value and negative predictive value. We compared the predictive value of the prostate cancer prevention trial risk calculator and Gleason score alone or in combination in predicting the risk of prostate cancer metastasis. 【Results】 Based on the PSMA PET/CT results, 74 patients were divided into non-metastatic group (46/74) and metastatic group (28/74). PCPT high risk probability [41.14% (16%-67%)] vs. [30.89% (5%-65%)], Gleason score [8.5(6-10) score] vs. [7.7(6-9) score], tPSA [26.24(5.70-42.32) ng/mL] vs. [19.58(2.47-49.35) ng/mL], and fPSA [3.94(0.82-12.00) ng/mL] vs. [2.33(0.35-10.20) ng/mL] were significantly higher in metastatic group than in non-metastatic group. Binary Logistic regression analysis showed that Gleason score and PCPT low risk probability may be independent predictors of prostate cancer metastasis. PCPT low risk probability alone did not predict the risk of prostate cancer metastasis (P=0.172). The predictive accuracy of Gleason score and high probability of PCPT in predicting prostate cancer metastasis were 0.715 and 0.679, respectively, and the accuracy of the combined prediction was 0.809. 【Conclusion】 PCPT-RC combined with Gleason score is valuable for predicting the metastasis risk of newly diagnosed prostate cancer patients, which has certain guiding significance for clinical individualized treatment.
10.The value of 18F-PSMA PET/CT imaging in detecting bone metastasis of prostate cancer
Cong SHEN ; Anqi ZHENG ; Xiang LIU ; Wang YUAN ; Lei LI ; Xiaoyi DUAN
Journal of Xi'an Jiaotong University(Medical Sciences) 2021;42(2):289-295
【Objective】 To compare the detection efficiency of 99mTc-MDP SPECT and PSMA PET/CT in detecting bone metastases in patients with prostate cancer. 【Methods】 We retrospectively collected data of 83 patients diagnosed with prostate cancer in The First Affiliated Hospital of Xi’an Jiaotong University from March 2019 to July 2020, concurrent with 99mTc-MDP SPECT and 18F-PSMA PET/CT whole body imaging in the same period. Two nuclear medicine physicians attending a double-blind interpretation compared whether the patients with bone metastases detected by two imaging methods under different PSA levels and different Gleason scores, and further analyzed the location and number of inconsistent bone metastases as well as the ability of PET/CT to detect metastatic lesions other than bone. 【Results】 Compared with 99mTc-MDP SPECT, 18F-PSMA PET/CT could detect more prostate cancer patients with bone metastases (P<0.001). When TPSA<10 ng/mL or >20 ng/mL, the detection rate of PET/CT for bone metastasis was higher than that of whole body bone scan (P<0.05). When Gleason score>8, PET/CT was more effective in detecting bone metastasis. The detection rate was higher than that of whole body bone scan (P<0.05). The lesions with positive PET/CT but not diagnosed by bone scan were mainly located in the chest bone, spine bone, and pelvic bone; the lesions with positive bone scan but missed by PET/CT were also more common in chest bone, with low nuclide uptake. The average SUVmax was 2.62±0.47 (1.60-3.30), and adjacent to the liver, spleen or salivary glands with higher metabolism. There were 21/51 (41.18%) cases of lymph node metastasis found outside of bone, 5/51 (9.80%) cases of lung metastasis, and 1/51 (1.96%) cases of liver metastasis. 【Conclusion】 18F-PSMA PET/CT imaging is significantly superior to 99mTc-MDP whole-body bone imaging in diagnosing bone metastasis of prostate cancer, and it can detect metastases other than bone.