1. Classification decision tree algorithm assisting in diagnosing solitary pulmonary nodule by SPECT/CT fusion imaging
Academic Journal of Xi'an Jiaotong University 2008;20(2):119-124
Objective: To develop a classification tree algorithm to improve diagnostic performances of 99mTc-MIBI SPECT/CT fusion imaging in differentiating solitary pulmonary nodules (SPNs). Methods: Forty-four SPNs, including 30 malignant cases and 14 benign ones that were eventually pathologically identified, were included in this prospective study. All patients received 99Tcm-MIBI SPECT/CT scanning at an early stage and a delayed stage before operation. Thirty predictor variables, including 11 clinical variables, 4 variables of emission and 15 variables of transmission information from SPECT/CT scanning, were analyzed independently by the classification tree algorithm and radiological residents. Diagnostic rules were demonstrated in tree-topology, and diagnostic performances were compared with Area under Curve (AUC) of Receiver Operating Characteristic Curve (ROC). Results: A classification decision tree with lowest relative cost of 0.340 was developed for 99Tcm-MIBI SPECT/CT scanning in which the value of Target/Normal region of 99Tcm-MIBI uptake in the delayed stage and in the early stage, age, cough and specula sign were five most important contributors. The sensitivity and specificity were 93.33% and 78.57%, respectively, a little higher than those of the expert. The sensitivity and specificity by residents of Grade one were 76.67% and 28.57%, respectively, and AUC of CART and expert was 0.886±0.055 and 0.829±0.062, respectively, and the corresponding AUC of residents was 0.566±0.092. Comparisons of AUCs suggest that performance of CART was similar to that of expert (P = 0.204), but greater than that of residents (P<0.001). Conclusion: Our data mining technique using classification decision tree has a much higher accuracy than residents. It suggests that the application of this algorithm will significantly improve the diagnostic performance of residents.
2. Classification decision tree algorithm assisting in diagnosing solitary pulmonary nodule by SPECT/CT fusion imaging
Academic Journal of Xi'an Jiaotong University 2008;20(2):119-124
Objective: To develop a classification tree algorithm to improve diagnostic performances of 99mTc-MIBI SPECT/CT fusion imaging in differentiating solitary pulmonary nodules (SPNs). Methods: Forty-four SPNs, including 30 malignant cases and 14 benign ones that were eventually pathologically identified, were included in this prospective study. All patients received 99Tcm-MIBI SPECT/CT scanning at an early stage and a delayed stage before operation. Thirty predictor variables, including 11 clinical variables, 4 variables of emission and 15 variables of transmission information from SPECT/CT scanning, were analyzed independently by the classification tree algorithm and radiological residents. Diagnostic rules were demonstrated in tree-topology, and diagnostic performances were compared with Area under Curve (AUC) of Receiver Operating Characteristic Curve (ROC). Results: A classification decision tree with lowest relative cost of 0.340 was developed for 99Tcm-MIBI SPECT/CT scanning in which the value of Target/Normal region of 99Tcm-MIBI uptake in the delayed stage and in the early stage, age, cough and specula sign were five most important contributors. The sensitivity and specificity were 93.33% and 78.57%, respectively, a little higher than those of the expert. The sensitivity and specificity by residents of Grade one were 76.67% and 28.57%, respectively, and AUC of CART and expert was 0.886±0.055 and 0.829±0.062, respectively, and the corresponding AUC of residents was 0.566±0.092. Comparisons of AUCs suggest that performance of CART was similar to that of expert (P = 0.204), but greater than that of residents (P<0.001). Conclusion: Our data mining technique using classification decision tree has a much higher accuracy than residents. It suggests that the application of this algorithm will significantly improve the diagnostic performance of residents.
3.Diffusion-Weighted MR Imaging of Kidney
Chenxia LI ; Xingwang SUN ; Yongqian QIANG
Journal of Practical Radiology 2001;0(07):-
Objective To explore the characteristics and applied value of diffusion-weighted MR imaging of kidney in healthy people.Methods Using Philips Gyroscan Intera 1.5T MR System,DWI of kidney was performed in 40 healthy adult volunteers,the ADCs of renal cortex and medulla were measured.Results The cortex and medulla of the normal kidney could be clearly showed by DWI.The ADCs of the cortex medulla and average were 3.08?0.52,2.74?0.68 and 2.91?0.58;2.79?0.51,2.53?0.65 and 2.63?0.62;2.64?0.43,2.32?0.47 and 2.48?0.44 when the b values were 300,500 and 800 s/mm2,respectively.The ADC was higher in the cortex than that in the medulla.Conclusion DWI can be used in kidney,it may be helpful for the diagnosis of renal diseases.
4.CT Diagnosis of Cardiac Carcinoma(An Analysis of 50 Cases)
Ying ZHAN ; Yongqian QIANG ; Xingwang SUN
Journal of Practical Radiology 1991;0(03):-
Objective To explore CT diagnostic values of cardiac carcinoma.Methods CT findings of cardiac cancer comfired pathologically in 50 cases were analysed.All case were examined with spiral CT.Results The thickness of gastric cardia wall was found in all 50 cases,soft tissue masses was found in 25 cases,adjacent tissue invasion was found in 18 cases and metastasis of lymph nodes was found in 33 cases.Conclusion CT is a valuable method in demonstrating the size of cardiac carcinoma,its adjacent tissue infiltration and lymph node metastasis.It plays important role in the planning of treatment in clinical practice.
5.CT Diagnosis of Hepatic Abscess
Miaoling LI ; Xingwang SUN ; Qiuping WANG ; Yongqian QIANG ; Yuelang ZHANG
Journal of Practical Radiology 1996;0(04):-
Objective To analyse the CT features of hepatic abscess in different stages of pathology so that to improve the accuracy of CT diagnosis.Methods The plain CT and triphase contrast-enhanced CT findings of hepatic abscesses in 50 cases proved by surgery or other clinical methods were retrospectively analysed and compared with CT findings of hepatic carcinoma,hepatic metastases and hepatic hemangiomas.Results CT features of hepatic abscesses were divided into three types according to different stages of pathology.Early pyogenic hepatic abscess(10 cases)had two types:small cavitation(9 cases)and mass(1 case).Typical pyogenic hepatic abscess(38 cases)and granulomatous hepatic abscess(2 cases).Conclusion CT findings of liver abscesses are different in different stage of pathologic changes,triphase contrast-enhanced CT is specific in diagnosing hepatic abscess.
6.Imaging Diagnosis of Primary Aggressive Osteoblastoma of the Calcaneus :A Case Report and Literature Review
Dan LI ; Yongqian QIANG ; Chenwang JIN ; Lihua LIU ; Ming ZHANG
Journal of Practical Radiology 2009;25(12):1790-1792,1813
Objective To investigate the imaging manifestations, clinical features and treatment of primary aggressive osteoblastoma (PAO)of the calcaneus.Methods The clinical data,imaging findings and treatment of PAO of the calcaneus in a young man retrospectively analyzed with literature review.The lesion was confirmed by pathology one and half years ago,and recurred after operation 10 months follow-up.Results X-ray and CT revealed expansive destruction of right calcaneus with little calcification or ossification,the bone destruction in the medial part of the calcaneus was obvious,the bone cortex was thin and incontinuous,there was no soft tissue mass or periosteal reaction.The talocalcaneal joint was not involved by the tumor.Neither other bones nor the root of Achilles' tendon showed direct tumor invasion or metastasis but neighboring swelling existed.Conclusion There are no significant differences about imaging manifestations, clinical features and laboratory analyses between primary aggressive and benign osteoblastoma of the calcaneus.The accurate diagnosis of PAO is only depending on pathology.The therapeutic effect with pure curettage and bone grafting for the lesion is not fine and tends to recur and malignant change.
7.Imaging Diagnosis of Primary Non-obstructive Megaureter(A Report of 28 Cases)
Miaoling LI ; Qiuping WANG ; Yongqian QIANG ; Xingwang SUN
Journal of Practical Radiology 2001;0(07):-
Objective To improve recognition and diagnosis of primary non-obstructive megaureter.Methods The authors analyzed the X-ray findings of intravenous urography and B-ultrasonographic manifestations of 28 cases with primary non-obstructive megaureter proved by varied examinations and operations.Results The X-ray and B-ultrasonographic manifestations as follows:in the terminal ureter,there was a short segment,less than 3 cm in length,with normal caliber but adynamic to micturition and the ureter proximal to the adynamic segment was secondarily dilated remarkably.The terminal end of the dilated ureter appeared as drumstick shaped,spindle-shaped,snakehead shaped or rattail shaped.On right time fluoroscopy and B-ultrasonographic observation,a decrease of peristalsis frequency,increase of peristalsis range,interrupted downward convey of peristalsis wave could be noted.Conclusion The contrast urography is the main method,B-ultrasonography and cyctocopy are helpful for the diagnosis of primary non-obstructive megaureter.
8.The Clinical and X-ray Manifestations of Primary Non-Hodgkin's Lymphoma of Bone(An Analysis of 14 Cases)
Yongqian QIANG ; Xingwang SUN ; Miaoling LI ; Qiuping WANG
Journal of Practical Radiology 2001;0(08):-
Objective To study the clinical and X-ray manifestations of primary non-Hodgkin's lymphoma(PNHL)of bone so that to suppy the valuable informations for clinical diagnosis and treatment of this disease.Methods 14 cases with PNHL of bone confirmed by clinic and pathology were analyzed retrospectively.There were 9 male and 5 femal,age ranged from 20 to 60 years with average of 35 years,and average history of disease was 11 months in all cases.Results Of all cases single bone involved in 11 cases,multiple bone involved in 3 cases,most of them the flat bone and the distal end of long bone were involved.The appearances of the lesion on X-ray were bony destruction with slight sclerosis at the margin of destructive area,there were periosteal reaction,soft tissue masses and destruction of joint manifestations,PNHL of bone can be classified as four typers:osteolytic(n=8),sclerotic(n=2),mixed(n=3)and cystic(n=1)lesions by the form and feature of bone destruction.Conclusion PNHL of bone has characteristic X-ray manifestations comparatively.The correct diagnostic rate can be improved if we concern about clinical data.
9.Liver Cystic Lesions:CT and MRI Diagnosis
Yongqian QIANG ; Xingwang SUN ; Miaoling LI ; Qiuping WANG ; Yuelang ZHANG
Journal of Practical Radiology 2000;0(02):-
Objective To explore CT and MR manifestations and its diagnostic value of liver cystic lesions.Methods The clinical and imaging data of 78 cases with liver cystic lesions were collected,including 21 cases of inflammatory cystic lesions,30 cases of tumor cystic degeneration and 27 cass of congenital growth cysts.Results The detected rate of liver cystic lesions with CT and MRI was all 100%.For inflammatory cystic lesions,tumor cystic degeneration and growth cyst,CT diagnostic accurate rate was 76%,90% and 93%,respectively,and MR was 83%,93% and 100% respectively.CT and MR manifestations:Of all inflammatory cystic lesions,hepatic abscess and liver echinococcosis cyst appeared as cystic occupying lesion,the cysts were of tension,low-density band on CT or water-like signal intensity on MR around the lesions in hepatic abscesses.Liver echinococcosis cysts were of big cyst with small cyst sign and enhanced moderately in cystic wall post contrast-enhanced scan.The metastasis cystic tumors showed single or multiple cystic lesions and mild or moderate circular enhancement.The primary liver tumor's cystc degenerative lesions showed cyst-solid lesions on CT and MR,and were of enhanced manifestations of the primary tumors.Growth cysts were single or multiple low-density or water-like signal intensity,generally there was not enhanced.Conclusion CT and MR have great diagnostic value for the location and nature of cystic lesions.
10.The Evaluation of Imaging Examination in the Diagnosis of Colon Cancer
Qiuping WANG ; Lin BAI ; Yongqian QIANG ; Xingwang SUN
Journal of Practical Radiology 2001;0(01):-
Objective To study the procedure of imaging examination for the patients with colon cancer.Methods The comparative study on ultrosonograph, pneumobarium double contrast examination, colonscopy and CT in 82 cases with colon carcinoma comfired by operation and pathalogy were carried out.Results The detective rate of colon cancer was 90.1%,89.5%,53.8% and 53.3% by pneumobarium double contrast examination,colonscopy ultrosonography and CT respectively.The detective rate of metastasis in liver was 100% by ultrosonograph and CT.Conclusion Pneumobarium double contrast examination and colonoscopy are the main methods for diagnosis of colon cancer. Ultrosonography and CT are the important methods in evaluating the stage of colon carcinoma before operation.