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.

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.

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.

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.

Objective To study feasibility in extraction of calcific sign within pulmonary nodules with pattern classification.Meth-ods 49 cases with pulmonary nodules (benign in 16 and malignant in 33)confirmed by pathology or clinical follow-up were included in this study and all cases underwent chest CT examinations.CT images were interpreted double-blind by two associate chief radiolo-gists to draw a conclusion that there were any calcification within pulmonary nodules.Meanwhile,the calcifications in the regions of interest(ROI)on CT images were estimated with extraction of the sign of gray value,geometric and lung markings in ROI,and based on pattern classification algorithm at supporting vector machine(SVM).Results According to the results assessed by senior radiologists for classification within pulmonary nodules,the area under ROC curve was 0.95 which was extracted by automatic pat-tern classification algorithm,the extraction performance was stable(k=1),and was goodness fit with visual observation by doctors (k=0.939).Conclusion The ability of automatic pattern classification in detecting calcification within pulmonary nodules is about the same as that of visual assessment by senior doctors.

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.

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.

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.

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.

Objective To evaluate the clinical diagnostic value of magnetic resonance cholangiopancreatography ( MRCP ).Methods MPCP data of 42 cases with pancreatic and bile duct lesion proved by operation and pathology were analyzed retrospectively.MRCP was performed using single-shot-radio SE sequence (SSH/RAD). Of all cases included bile duct lithiasis in 19 , inflammation in 3,congenital cyst in 6 , carcinoma in 12,jaundice caused by diverticulitis of duodenum in 1 and Mirizzi syndrome in 1 .Results MRCP was succeeded at one time in all cases . On MRCP , the visual rate of intrinsic and extrinsic hepatic bile duct was 100% and that of common pancreas duct was 80.58%.The localized and qualitative diagnosis of lesions were up to 100%,88.2% respectively.Conclusion SSH/MRCP/RAD plays an important role in diagnosis of the pancreatic and bile duct lesion in clinical practice.