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Radiogenomics explores the relationship between imaging features and gene expression patterns using radiomics, which is non-invasive and can present the overall information of tumors. The application of radiomics, somewhat effective in predicting gene mutations in non-small cell lung cancer (NSCLC), has recently become a research focus. Radiomic features, combined with conventional imaging, clinical and other features, can provide multi-directional information on tumors and play an increasingly important role in the prediction and precise treatment of NSCLC-driving gene phenotypes.
ABSTRACT
Radiogenomics aims at investigating the relationship between radiomics features and genomic features,which has certain practical value in the individualized molecular targeted therapy.Meanwhile,it is noninvasive,repeatable and inexpensive.In recent years,a large number of studies have shown that radiomics features have certain predictive values for the mutation status of driver genes of lung cancer.The application of radiogenomics is insufficient at present,but with its continuous improvement and development,it will play an increasingly important role in the precise therapy of lung cancer in the future.
ABSTRACT
Radiogenomics aims at investigating the relationship between radiomics features and genomic features, which has certain practical value in the individualized molecular targeted therapy. Meanwhile, it is noninvasive, repeatable and inexpensive. In recent years, a large number of studies have shown that radiomics features have certain predictive values for the mutation status of driver genes of lung cancer. The application of radiogenomics is insufficient at present, but with its continuous improvement and development, it will play an increasingly important role in the precise therapy of lung cancer in the future.
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Objective To observe the value of three-dimensional constructive interference in steady state (3D-CISS) sequence for displaying anterolateral ligament (ALL) of knee joint.Methods MR scans of right knee joint were performed on 30 healthy volunteers,and the protocol included axial and coronal fat saturation proton density weighted imaging (FS-PDWI) and 3D-CISS sequence.MRP and CPR (reconstructive angles including 0°,30°,60°,90°,120°,150° and 180°) images were generated from of 3D-CISS sequence.The visibility rates of the femoral part,meniscal part,tibial part,meniscal insertion,femoral footprint and tibial footprint of ALL were compared among different protocols.Results The visibility rates of tibial footprint and femoral footprint of ALL on 3D-CISS CPR images were both 96.67％ (29/30),and on 3D-CISS MPR images were both 93.33％ (28/30),all of them were higher than those on FS-PDWI images (all P＜0.017).The visibility rates of tibial part,meniscal part and meniscal insertion of ALL on 3D-CISS CPR images were 96.67％ (29/30),83.33％ (25/30) and 83.33％ (25/30),respectively,and all of them were higher than those on FS-PDWI images (all P＜0.05).There was no statistical difference of visibility rate of femoral part between 3D-CISS CPR images and FS-PDWI images (P=0.095).Conclusion 3D-CISS sequence with CPR can significantly enhance the ability to identify ALL.
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Objective To investigate the aggressive signs of benign spinal lesions appearing on medical imaging and their impact on diagnosis.Methods 139 cases of benign spinal lesions with aggressive signs confirmed by pathology of needle aspiration or surgery were reviewed,including 18 cases of osteoblastoma(OB),12 cases of aneurysmal bone cyst(ABC),14 cases of osteoenchondroma (OC),19 cases of Langerhans cell histiocytosis (LCH),15 cases of hemangioma (HA),34 cases of tuberculous spondylitis (TS),and 27 cases of pyogenic spondylitis (PS).All patients underwent radiography,119 cases CT plain scan,75 cases MRI scan,and 57 cases performed all the three imaging modalities.The aggressive signs,including bulging of posterior margin of the vertebral body,pathological compression fractures,ill-defined boundary,abnormal soft tissue mass,bone marrow and soft tissue edema were showed.The benign and malignant misdiagnosis rate,the consistent rate of diagnosis with pathology were statistically analysed.Results Bulging of posterior margin of the vertebral body were found in 2 cases of OB,1 case ABC,3 cases LCH,1 case OC,6 cases HA,6 cases TS,2 cases PS.Pathological compression fracture were found in 6 cases of OB,10 cases ABC,16 cases LCH,4 cases HA,21 cases TS,16 cases PS.Ill defined boundary were found in 3 cases of OB,8 cases HA,34 cases TS,27 cases PS.The abnormal soft tissue around spine were found in 6 cases of OB,2 cases ABC,15 cases LCH,10 cases TS,15 cases PS.Bone marrow and soft tissue edema were found in 5 cases of OB,4 cases ABC,10 cases LCH,4 cases HA,30 cases TS,27 cases PS.For benign and malignant misdiagnosis rate,MRI was better than CT(P＜ 0.05).For accuracy of the consistent rate with pathology,CT was better than MRI(P＜0.05).The integrated application of the three imaging methods could significantly improve diagnostic accuracy (P＜0.05).Conclusion The imaging features benign spinal lesions are various,which may be associated with aggressive signs.A comprehensive method combined with three kinds of imaging methods,is a simple and feasible way to avoid the misdiagnosis.
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Objective To investigate the clinical procedural performance of CT-guided needle biopsy for peritoneal lesions.Methods CT-guided needle biopsy was performed in 84 consecutive patients (M : F=26 : 58) with peritoneal lesions.Results Among 84 cases,60 lesions were malignant (55 metastatic tumor,4 mesothelioma,1 lymphoma) and 24 were benign (11 tuberculosis, 13 inflammation).3 cases failed to get clear pathologic diagnosis because of lost data.Diagnostic accuracy was 91.7% (77/84).The major complications were noted in 3 patients(1 with bleeding,2 ascites exosmosis).Conclusion CT-guided needle biopsy for retroperitoneal lesions is highly practical and useful,should be considered complementary in the investigation of abdominal lesions.
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Objective To explore MSCT optimal examination time window for patients with occult rib fracture, and provide objective evidence for forensic injury. Methods Totally 105 cases with chest trauma were retrospectively analysed. They were examined in the first week after trauma and re-examined in different time windows by MSCT. The quantities of occult rib fractures in the first examination were compared to those in re-examinations. Results The quantities of occult rib fractures at different inspection time windows were mostly different. There was no statistically significant between the quantities of rib fractures in the first week and the second week, the first week and the sixth week later, the fourth week and the fifth to sixth weeks (P>0.05). There was statistically significant between the quantities of rib fractures in the first week and the thrid to sixth weeks, the second week and the third to sixth weeks, the third week and the fourth to sixth weeks (P<0.05). Conclusion The result of the study imply that the fourth to sixth week is the optimal time window of MSCT examination in the occult rib fracture.
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Objective To evaluate the safety,local efficacy and survival rates of isolated pulmonary metastases from colorectal carcinoma treated with CT-guided radiofrequency ablation.Methods A total of 28 patients with isolated pulmonary metastases from colorectal carcinoma were performed with CT-guided radiofrequency ablation (radiofrequency ablation group).The size of the lesion was 1.2-5.0 (2.9 ± 1.0) cm.During the same time,9 patients,who did not take any treatment for isolated pulmonary metastases from colorectal carcinoma,were collected as control group.The size of the lesion was 2.0-5.0 (3.6 ± 1.0) cm.The local progression-free rates and overall survival rates were compared.Results All the cases were able to complete the radiofrequency ablation in radiofrequency ablation group.During and after the procedure,no major complications occurred.The 1-,2-,and 3-year local progression-free rates and overall survival rates in radiofrequency ablation group were significantly higher than those in control group.The local progression-free rates were 89.3％ vs.76.2％,78.6％ vs.33.9％,70.7％ vs.16.9％.The overall survival rates were 96.4％ vs.77.8％,85.7％ vs.44.4％,56.7％ vs.22.2％.The differences between two groups had statistical significance (P ＜ 0.01).Conclusion CT-guided radiofrequency ablation for isolated pulmonary metastasis from colorectal carcinoma is a safe,effective,minimally invasive treatment,and can significantly improve the local progression-free rates and overall survival rates.
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Objective To evaluate the safety, efficacy and local control effect of CT- guided radiofrequency ablation (RFA) in treating non-small-cell lung cancer (NSCLC) that is inoperable or the surgical treatment is refused by the patient. Methods Between March 2007 and March 2010 at authors’ hospital, a total of 68 procedures of CT-guided RFA were carried out in 60 patients with early stage NSCLC. The patients included 37 males and 23 females with a mean age of 68.5 years. Pathologically, the lesions included squamous cell carcinoma (n=23, 38.3%), adenocarcinoma (n=31, 51.7%), large cell carcinoma (n=2, 3.3%) and adeno-squamous carcinoma (n=4, 6.7%). The mean diameter of the lesions was 3.8 cm (1.8-6.8 cm). The overall survival rate, cancer-specific survival rate and local progression-free survival rate were evaluated. Results RFA procedure was well tolerated by all patients with an average ablation time of 35 min (18-63 min). The main intraprocedural complication was pneumothorax (n=17, 28.3%). No death occurred during perioperative period. The median local progression-free survival time was 28 months, the median survival time was 32 months, and the one-, 2- and 3-year local progression-free survival rate were 94.6%, 83.1%and 73.6%, respectively. Conclusion For patients with inoperable NSCLC and patients with NSCLC who refuse to receive surgery, CT-guided RFA is a safe and effective treatment. This therapy can significantly improve the local progression-free survival rate.
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Objective To analyze the mammographic findings of triple-negative breast cancer [TNBC,which is estrogen receptor (ER) negative,progesterone receptor (PR) negative,and human epidermal growth factor receptor 2 ( HER2 ) negative ] and triple-positive breast cancer ( TPBC,which is ER positive,PR positive,and HER2 positive ),and to evaluate the relationship of immunohistochemologic receptor status and mammographic findings.MethodsThe immunohistochemistry results of 631 cases with breast cancers were reviewed,including 117 cases of TNBC and 44 cases of TPBC.All of the patients took mammography at initial diagnosis.We retrospectively evaluated the visibility,morphology,distribution and size of the lesion (masses and calcifications) and breast density on mammography of TNBC,and compared them with those of TPBC.The age onset and tumor sizes of TNBC and TPBC were compared by using Chi-square test and t test.ResultsThe visibility rate of TNBC and TPBC on mammography were 88.0％(103/117) and 90.9％ (40/44),and the difference between them was insignificant ( x2 =0.055,P ＞0.05).TNBC was more frequently associated with merely a mass (56/103) than TPBC (12/40) (x2 =6.860,P＜0.01 ),and the mean diameter of the mass of TNBC [ ( 2.6 ± 1.4 ) cm ] was larger than that of TPBC [(2.0 ± 0.6) cm](t =2.087,P ＜ 0.05). TNBC were less frequently associated with microcalcifications (37/103) than TPBC ( 24/40 ) ( x2 =7.423,P ＜ 0.01 ).Mammographic density and lesion visibility were similar between the two different immunophenotypes of breast cancers.The mean age of TNBC (52±9) was more than that of TPBC (48 ±8) (t =2.759,P ＜0.01).Infiltrating ductal carcinoma was the main pathologic type of both groups.Basal-like breast cancer accounted for 49％ (57/117 ) of TNBC while none happened in TPBC.ConclusionsTNBC shows merely a mass with indistinct margins,lager size and is less associated with microcalcifications.These mammographic features might be useful in diagnosing triple negative breast cancer.