1.Expression of GPNMB in renal eosinophilic tumors and its value in differential diagnosis.
Ya WANG ; Meng Yue HOU ; Yao FU ; Kui MENG ; Hong Yan WU ; Jin CHEN ; Yue Mei XU ; Jiong SHI ; Xiang Shan FAN
Chinese Journal of Pathology 2023;52(4):358-363
Objective: To investigate the expression of glycoprotein non metastatic melanoma protein B (GPNMB) in renal eosinophilic tumors and to compare the value of GPNMB with CK20, CK7 and CD117 in the differential diagnosis of renal eosinophilic tumors. Methods: Traditional renal tumor eosinophil subtypes, including 22 cases of renal clear cell carcinoma eosinophil subtype (e-ccRCC), 19 cases of renal papillary cell carcinoma eosinophil subtype (e-papRCC), 17 cases of renal chromophobe cell carcinoma eosinophil subtype (e-chRCC), 12 cases of renal oncocytoma (RO) and emerging renal tumor types with eosinophil characteristics [3 cases of eosinophilic solid cystic renal cell carcinoma (ESC RCC), 3 cases of renal low-grade eosinophil tumor (LOT), 4 cases of fumarate hydratase-deficient renal cell carcinoma (FH-dRCC) and 5 cases of renal epithelioid angiomyolipoma (E-AML)], were collected at the Affiliated Drum Tower Hospital of Nanjing University Medical School from January 2017 to March 2022. The expression of GPNMB, CK20, CK7 and CD117 was detected by immunohistochemistry and statistically analyzed. Results: GPNMB was expressed in all emerging renal tumor types with eosinophil characteristics (ESC RCC, LOT, FH-dRCC) and E-AML, while the expression rates in traditional renal eosinophil subtypes e-papRCC, e-chRCC, e-ccRCC and RO were very low or zero (1/19, 1/17, 0/22 and 0/12, respectively); the expression rate of CK7 in LOT (3/3), e-chRCC (15/17), e-ccRCC (4/22), e-papRCC (2/19), ESC RCC (0/3), RO (4/12), E-AML(1/5), and FH-dRCC (2/4) variedly; the expression of CK20 was different in ESC RCC (3/3), LOT(3/3), e-chRCC(1/17), RO(9/12), e-papRCC(4/19), FH-dRCC(1/4), e-ccRCC(0/22) and E-AML(0/5), and so did that of CD117 in e-ccRCC(2/22), e-papRCC(1/19), e-chRCC(16/17), RO(10/12), ESC RCC(0/3), LOT(1/3), E-AML(2/5) and FH-dRCC(1/4). GPNMB had 100% sensitivity and 97.1% specificity in distinguishing E-AML and emerging renal tumor types (such as ESC RCC, LOT, FH-dRCC) from traditional renal tumor types (such as e-ccRCC, e-papRCC, e-chRCC, RO),respectively. Compared with CK7, CK20 and CD117 antibodies, GPNMB was more effective in the differential diagnosis (P<0.05). Conclusion: As a new renal tumor marker, GPNMB can effectively distinguish E-AML and emerging renal tumor types with eosinophil characteristics such as ESC RCC, LOT, FH-dRCC from traditional renal tumor eosinophil subtypes such as e-ccRCC, e-papRCC, e-chRCC and RO, which is helpful for the differential diagnosis of renal eosinophilic tumors.
Humans
;
Kidney Neoplasms/pathology*
;
Carcinoma, Renal Cell/pathology*
;
Diagnosis, Differential
;
Angiomyolipoma/diagnosis*
;
Biomarkers, Tumor/metabolism*
;
Leukemia, Myeloid, Acute/diagnosis*
;
Membrane Glycoproteins
2.Tumor cell-based glycolytic metabolism and single-cell sequencing of urinary exfoliated cells for the diagnosis and molecular profiling of urothelial carcinoma.
Xiao Yue XIAO ; Huan ZHAO ; Hui Qin GUO ; Cong WANG ; Yue SUN ; Xin Xiang CHANG ; Lin Lin ZHAO ; Zhi Hui ZHANG
Chinese Journal of Pathology 2023;52(5):472-479
Objective: To explore the diagnostic values of HK2 testing and single-cell sequencing in the urothelial carcinoma (UC). Methods: The qualified urine specimens of 265 suspected UC patients or postoperative patients from the Cancer Hospital of Chinese Academy of Medical Sciences, Beijing, China were collected. Both exfoliative cytology and HK2 testing were performed on clinically suspected UC or postoperative patients. The performance of diagnostic cytology and HK2, including consistency, sensitivity, specificity, positive predictive value and negative predictive value, was evaluated based on histopathological, clinical and imaging diagnosis. Isolated HK2 metabolically abnormal cells were subject to single-cell sequencing to verify the reliability of HK2 detection performance and to explore the molecular characteristics of UC. Results: The concordance rate of HK2 testing and cytology for detecting UC was 90.3% (102/113, Kappa=0.604). Compared with cytology, the sensitivity of HK2 was significantly higher (85.2% versus 75.6%, P=0.024). The detection sensitivity of combined HK2 testing and cytology was increased to 91.1%. HK2 testing was significantly more sensitive than cytology for diagnosing UC in the upper urinary tract (81.8% versus 65.5%, P=0.022). It was also more sensitive than cytology for diagnosing early-stage UC (82.6% versus 69.5%, P=0.375) and low-grade UC (69.6% versus 47.8%, P=0.125). Single-cell sequencing of the ten patients, whose samples were positive for HK2, demonstrated highly concordant copy number variations (CNVs) in tumor cells from the same UC patient, with heterogeneity in CNV profiles among different patients. Deletion of chromosome 8p was found in 3 of the 4 urine samples of renal pelvis UC. The 2 patients with benign lesions had no CNVs in all sequenced cells. Conclusions: The test for abnormal urinary glycolytic HK2 metabolism can assist urine cytology to improve the sensitivity of UC diagnosis, and it provides a novel and reliable approach for early detection of upper urinary tract UC and lower grade UC. Meanwhile, this study has preliminarily revealed the feasibility of single-cell sequencing in urinary samples, which is expected to improve the diagnostic specificity of HK2 testing.
Humans
;
Urinary Bladder Neoplasms/diagnosis*
;
Carcinoma, Transitional Cell/pathology*
;
Reproducibility of Results
;
DNA Copy Number Variations
;
Kidney Neoplasms
;
Ureteral Neoplasms
;
Sensitivity and Specificity
3.Mucinous tubular and spindle cell carcinoma of kidney: Clinicopathology and prognosis.
Qi SHEN ; Yi Xiao LIU ; Qun HE
Journal of Peking University(Health Sciences) 2023;55(2):276-282
OBJECTIVE:
To investigate and summarize the clinicopathological features, immunophenotype, differential diagnosis and prognosis analysis of mucinous tubular and spindle cell carcinoma (MTSCC).
METHODS:
The data of thirteen cases of MTSCC were retrospectively analyzed, the clinical and pathological characteristics and immunohistochemical expression were summarized, and fluorescence in situ hybridization was detected.
RESULTS:
Among the thirteen patients, four were males and nine females, with a male-to-female ratio of 1 ∶2.25. The average age was 57.1 years, ranging from 39 to 78 years. The maximum diameter of the tumor was 2-12 cm. All cases had no symptoms, and were accidentally discovered, 3 cases underwent partial renal resection, 10 cases underwent radical renal resection, 9 cases were located in the left kidney, and 4 cases were located in the right kidney. Most of the cases showed the classical morphological changes, with 11 cases of nuclear grading [World Health Organization (WHO)/International Society of Urological Pathology (ISUP) grading system] being G2 and 2 cases being G3. There were 6 cases of stage PT1a, 3 cases of PT1b, 2 cases of PT2a, and 1 case of PT2b and 1 case of PT3a. The positive rates of immunohistochemical staining were: vimentin, AE1/AE3, α-methylacyl-CoA racemase (αMACR) and cytokeratin (CK) 8/18, 100% (13/13); CK7, 92.3% (12/13); epithelial membrane antigen (EMA), 92.3% (12/13); CK20, 46.2% (6/13); CD10, 30.8% (4/13); synaptophysin (Syn), 7.7% (1/13); chromogranin A (CgA), CD57, WT1 and Ki-67, 0 (0/13), and fluorescence in situ hybridization showed that no trisomy of chromosomes 7 and 17 were observed in any of the cases. The follow-up period was 6 months to 7 years and 6 months, 2 cases died after lung metastasis (one with ISUP/WHO grade G3, one with necrosis), and the remaining 11 cases had no recurrence and metastasis.
CONCLUSION
MTSCC is a unique type of low-grade malignancy kidney tumor, occurs predominantly in females, widely distributed in age, the current treatment method is surgical resection, and cases with necrosis and high-grade morphology are prone to recurrence and metastasis, although most cases have a good prognosis, but they still need close follow-up after surgery.
Humans
;
Male
;
Female
;
Middle Aged
;
Kidney Neoplasms/surgery*
;
Carcinoma, Renal Cell/diagnosis*
;
In Situ Hybridization, Fluorescence
;
Retrospective Studies
;
Adenocarcinoma, Mucinous/pathology*
;
Kidney/pathology*
;
Prognosis
;
Necrosis
4.Comparison of diagnostic performance of Clear Cell Likelihood Score v1.0 and v2.0 for clear renal cell carcinoma.
Yuwei HAO ; Sheng GAO ; Xiaoyue ZHANG ; Mengqiu CUI ; Xiaohui DING ; He WANG ; Dawei YANG ; Huiyi YE ; Haiyi WANG
Journal of Southern Medical University 2023;43(5):800-806
OBJECTIVE:
To compare the performance of Clear Cell Likelihood Score (ccLS) v1.0 and v2.0 in diagnosing clear cell renal cell carcinoma (ccRCC) from small renal masses (SRM).
METHODS:
We retrospectively analyzed the clinical data and MR images of patients with pathologically confirmed solid SRM from the First Medical Center of the Chinese PLA General Hospital between January 1, 2018, and December 31, 2021, and from Beijing Friendship Hospital of Capital Medical University and Peking University First Hospital between January 1, 2019 and May 17, 2021. Six abdominal radiologists were trained for use of the ccLS algorithm and scored independently using ccLS v1.0 and ccLS v2.0. Random- effects logistic regression modeling was used to generate plot receiver operating characteristic curves (ROC) to evaluate the diagnostic performance of ccLS v1.0 and ccLS v2.0 for ccRCC, and the area under curve (AUC) of these two scoring systems were compared using the DeLong's test. Weighted Kappa test was used to evaluate the interobserver agreement of the ccLS score, and differences in the weighted Kappa coefficients was compared using the Gwet consistency coefficient.
RESULTS:
In total, 691 patients (491 males, 200 females; mean age, 54 ± 12 years) with 700 renal masses were included in this study. The pooled accuracy, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) of ccLS v1.0 for diagnosing ccRCC were 77.1%, 76.8%, 77.7%, 90.2%, and 55.7%, as compared with 80.9%, 79.3%, 85.1%, 93.4%, 60.6% with ccLS v2.0, respectively. The AUC of ccLS v2.0 was significantly higher than that of ccLS v1.0 for diagnosis of ccRCC (0.897 vs 0.859; P < 0.01). The interobserver agreement did not differ significantly between ccLS v1.0 and ccLS v2.0 (0.56 vs 0.60; P > 0.05).
CONCLUSION
ccLS v2.0 has better performance for diagnosing ccRCC than ccLS v1.0 and can be considered for use to assist radiologists with their routine diagnostic tasks.
Female
;
Male
;
Humans
;
Adult
;
Middle Aged
;
Aged
;
Carcinoma, Renal Cell/diagnosis*
;
Retrospective Studies
;
Kidney
;
Carcinoma
;
Kidney Neoplasms/diagnosis*
5.Factors influencing the chronic post-surgical pain after laparoscopic surgery for elderly patients with urinary tract tumors.
Hui Li LIU ; Yan Han LV ; Xiao Xiao WANG ; Min LI
Journal of Peking University(Health Sciences) 2023;55(5):851-856
OBJECTIVE:
To investigate the incidence and potential influence factors that contribute to chronic post-surgical pain (CPSP) in elderly patients with urinary tract tumors who underwent laparoscopic procedures.
METHODS:
A retrospective study was conducted to collect the clinical data of 182 elderly patients with urinary tract tumors who were ≥65 years and underwent laparoscopic surgery from October 2021 to March 2022 in Peking University Third Hospital. The patients'demographic information, medical history and the severity of postoperative pain were collected. Telephone follow-ups were made 6 months after surgery, and the patients' CPSP conditions were recorded. The diagnostic criteria of CPSP were referred to the definition made by the International Association for the Study of Pain (IASP): (1) Pain that developed or increased in intensity after surgical procedure and persisted for at least 3 months after surgery; (2) Pain that localized to the surgical field or projected to the innervation territory of a nerve situated around the surgical area; (3) Pain due to pre-existing pain conditions or infections and malignancy was excluded. The patients were divided into two groups based on CPSP diagnosis. Risk factors that predisposed the patients to CPSP were identified using univariate analysis. A multivariate Logistic regression model using back-forward method was designed, including both variables that significantly associated with CPSP in the univariate analysis (P < 0.1), and the variables that were considered to have significant clinical impact on the outcome.
RESULTS:
Two hundred and sixteen patients with urinary tract tumors who had undergone laparoscopic surgery were included, of whom, 34 (15.7%) were excluded from the study. For the remaining 182 patients, the average age was (72.6±5.2) years, with 146 males and 36 females. The incidence of CPSP at the end of 6 months was 31.9% (58/182). Multiva-riate regression analysis revealed that age ≥75 years (OR=0.29, 95% CI: 0.12-0.73, P=0.008) was the protecting factors for postoperative chronic pain in the elderly patients with urinary tract tumors undergoing surgical treatment, while renal cancer (compared with other types of urinary tract tumors) (OR=3.68, 95% CI: 1.58-8.58, P=0.003), and the 24 h postoperative moderate to severe pain (OR=2.57, 95% CI: 1.14-5.83, P=0.024) were the independent risk factors affecting CPSP.
CONCLUSION
Age < 75 years, renal cancer and the 24 h postoperative moderate to severe pain are influence factors of the occurrence of CPSP after laparoscopic surgery in elderly patients with urinary tract tumors. Optimum postoperative multimodal analgesia strategies are suggested to prevent the occurrence of CPSP.
Male
;
Female
;
Humans
;
Aged
;
Retrospective Studies
;
Chronic Pain/diagnosis*
;
Laparoscopy/adverse effects*
;
Pain, Postoperative/etiology*
;
Kidney Neoplasms/complications*
;
Carcinoma, Renal Cell/complications*
;
Risk Factors
6.Clinicopathological features and diagnosis of pericytic tumors of the kidney.
Yu Lu HE ; Yu Wei ZOU ; Yan Jiao HU ; Jie WU ; Wei ZHANG ; Wen Juan YU ; Yu Jun LI ; Yan Xia JIANG
Chinese Journal of Pathology 2022;51(10):987-992
Objective: To investigate the clinicopathologic features,diagnosis and prognosis of pericytic tumor of the kidney. Methods: Three cases of pericytic tumor of the kidney (two cases were diagnosed as glomangiomyomas and one case as pericytic tumor,unclassified) were collected from the affiliated Hospital of Qingdao University between January 2014 to May 2021; the clinical and morphologic features, immunohistochemical and molecular characteristics were analyzed and the relevant literature was reviewed. Results: The three patients included one male and two females, with ages ranging from 21 to 70 years. In two patients the tumors were detected incidentally at physical examination and one patient presented with low back discomfort. Imaging showed a rounded nodular soft tissue density shadow in renal parenchyma, and enhancement scan showed uneven delayed enhancement. Grossly, two tumors were located in the renal hilum and one in the renal parenchyma; all were nodular. The tumors were measured in size from 1.6 cm to 5.1 cm (mean 4.1 cm) and showed gray or gray-red cut surface. Histologic examination showed the tumor cells were arranged in solid sheets or small nodules, closely related to vascular wall. Tumor cells were mostly epithelial-like with abundant cytoplasm, light eosinophilia, obscure boundary and round nuclei with visible nucleoli. Vague bundles and fascicular arrangements of smooth muscle component were noted in some areas, with transition of both components. There was no necrosis. By immunohistochemistry, the tumor cells strongly and diffusely expressed vimentin, SMA and collagen Ⅳ, two cases expressed CD34, all three cases expressed PDGFRB to varying extent, and the Ki-67 index was 2%-3%. PCR tests showed absent K-RAS, BRAF V600E gene mutation in all three cases. PDGFRB mutations in exons 3 and 18, respectively were found in two of the three cases by high-throughput sequencing, and no NOTCH 1/2/3 gene fusions were found in any of them. Follow-up information (range: 6-92 months) showed no evidence of local recurrence or distant metastasis in all three patients. Conclusions: Pericytic tumor of the kidney is a rare mesenchymal tumor originating in the kidney with differentiation to smooth muscle, most commonly glomus tumor. The mild pleomorphism, close relationship with vascular wall and spindled smooth muscle components suggest the diagnosis of the tumor. Expression of both epithelial and muscle-associated markers aids the diagnosis. PDGFRB gene mutations may have an important role in the development of this tumor. Most patients have a good prognosis, and a few cases have malignant biological behavior.
Adult
;
Aged
;
Biomarkers, Tumor/analysis*
;
Collagen
;
Diagnosis, Differential
;
Female
;
Glomus Tumor/pathology*
;
Humans
;
Ki-67 Antigen
;
Kidney/pathology*
;
Kidney Neoplasms/pathology*
;
Male
;
Middle Aged
;
Neoplasms, Connective and Soft Tissue
;
Proto-Oncogene Proteins B-raf
;
Receptor, Platelet-Derived Growth Factor beta
;
Vimentin
;
Young Adult
7.A discrimination model for differentiation of renal cell carcinoma from renal angiomyolipoma without visible fat: based on hierarchical fusion framework of multi-classifier.
Tian Lan MO ; Yu Liang WU ; Meng Rui YANG ; Xin ZHEN
Journal of Southern Medical University 2022;42(8):1174-1181
OBJECTIVE:
To investigate the capabilities of classification models based on hierarchical fusion framework of multi-classifier using a random projection strategy for differentiation of renal cell carcinoma (RCC) from small renal angiomyolipoma (< 4 cm) without visible fat (AMLwvf).
METHODS:
We retrospectively collected the clinical data from 163 patients with pathologically proven small renal mass, including 118 with RCC and 45 with AMLwvf.Target region of interest (ROI) delineation was performed on an unenhanced phase (UP) CT image slice displaying the largest lesion area.The radiomics features were used to establish a hierarchical fusion method.On the projection-based level, the homogeneous classifiers were fused, and the fusion results were further fused at the classifier-based level to construct a multi-classifier fusion system based on random projection for differentiation of AMLwvf and RCC.The discriminative capability of this model was quantitatively evaluated using 5-fold cross validation and 4 evaluation indexes[specificity, sensitivity, accuracy and area under ROC curve (AUC)].We quantitatively compared this multi-classifier fusion framework against different classification models using a single classifier and several multi-classifier ensemble models.
RESULTS:
When the projection number was set at 10, the proposed hierarchical fusion differentiation framework achieved the best results on all the evaluation measurements.At the optimal projection number of 10, the specificity, sensitivity, average accuracy and AUC of the multi-classifier ensemble classification system for differentiation between AMLwvf and RCC were 0.853, 0.693, 0.809 and 0.870, respectively.
CONCLUSION
The proposed model constructed based on a multi-classifier fusion system using random projection shows better performance to differentiate RCC from AMLwvf than the AMLwvf and RCC discrimination models based on a single classification algorithm and the currently available benchmark ensemble methods.
Angiomyolipoma/pathology*
;
Carcinoma, Renal Cell
;
Diagnosis, Differential
;
Humans
;
Kidney Neoplasms/pathology*
;
Retrospective Studies
;
Tomography, X-Ray Computed/methods*
8.Diagnosis and Treatment of 126 Cases of Chromophobe Renal Cell Carcinoma.
Hong Song BAI ; Dong WANG ; Li WEN ; Jian Zhong SHOU ; Chang Ling LI ; Nian Zeng XING
Acta Academiae Medicinae Sinicae 2021;43(2):247-252
Objective To investigate the clinicopathological features and prognosis of chromophobe renal cell carcinoma(ChRCC). Methods The clinical and pathological data of 126 patients with ChRCC treated in Cancer Hospital of Chinese Academy of Medical Sciences were retrospectively analyzed. Results The patients included 64 males and 62 females,with the age of 22-80 years(median of 52 years).The tumor was located on the right side in 70 cases and on the left side in 56 cases.Ultrasound,CT or magnetic resonance imaging(MRI)were performed.Of the 110 cases receiving ultrasound examination,63,23,13,10,and 1 cases showed hypoecho,hyperecho,isoecho,uneven or mixed echo,and dark hypoecho,respectively.Color Doppler flow imaging showed no blood flow signal in 42 cases and low blood flow signal in 60 cases out of 68 cases with blood flow signal.Among the 54 cases receiving CT,50 cases showed equal density or low density and 4 cases showed high density with clear boundary.The enhanced scanning showed mild to moderate uniform or non-uniform reinforcement,mostly below the renal parenchyma,and still showed reinforcement in the delayed period.Among the 97 cases receiving MRI,96 cases showed hypo-or isointense signals and 1 case showed hyperintense signal in T1 weighted images;71 cases showed hyper-or isointense signals and 26 cases showed hypo-or isointense signals in T2 weighted images;93 cases showed hyperintense signals with obvious limited diffusion and 4 cases showed unobvious limited diffusion in diffusion weighted images.Mild to moderate uniform or non-uniform reinforcement was observed in most of the enhanced scans.All the 126 patients underwent surgical treatment,including 64 cases of nephron sparing surgery and 62 cases of radical surgery.Pathological examinations confirmed ChRCC for all the patients,including 91 cases of T1N0M0,15 cases of T2N0M0,and 20 cases of T3N0M0.The immunohistochemical assay demonstrated the positive expression rate of 48.2%(54/112)for CD10,92.3%(96/104)for CD117,8.0%(9/112)for vimentin,85.6%(95/111)for CK7,and 97.6%(83/85)for colloidal iron.Conclusions ChRCC is less common,with low level of malignancy and good prognosis.Since the clinical symptoms of ChRCC are not typical,MRI is an important means of imaging differential diagnosis,and the disease can be confirmed depending on pathological diagnosis.Surgery is the preferred treatment method,and currently there is no standard treatment regimen for metastatic patients.
Adult
;
Aged
;
Aged, 80 and over
;
Carcinoma, Renal Cell/diagnostic imaging*
;
Diagnosis, Differential
;
Female
;
Humans
;
Immunohistochemistry
;
Kidney Neoplasms/surgery*
;
Male
;
Middle Aged
;
Retrospective Studies
;
Young Adult
9.Metabonome in Early Diagnosis of Renal Cell Carcinoma.
Acta Academiae Medicinae Sinicae 2019;41(5):709-713
Renal cell carcinoma(RCC)is one of the most common malignant tumors in the urinary system.Many patients have already been in the advanced stage at the first medical consultation and the prognosis is dismal.Metabonomics searches for differential metabolomes through high-throughput analysis of endogenous metabolites showing high potential in the early diagnosis of RCC and the investigations on its pathophysiological mechanisms.Metabonomics techniques are also useful for identifying tumor markers,which will help to enable early diagnosis and improve clinical prognosis of RCC.
Biomarkers, Tumor
;
Carcinoma, Renal Cell
;
diagnosis
;
Early Detection of Cancer
;
Humans
;
Kidney Neoplasms
;
diagnosis
;
Metabolome
;
Prognosis
10.A radiomic approach to differential diagnosis of renal cell carcinoma in patients with hydronephrosis and renal calculi.
Hang ZHANG ; Qing LI ; Shulong LI ; Jianhua MA ; Jing HUANG
Journal of Southern Medical University 2019;39(5):547-553
To explore the application of radiomic analysis in differential diagnosis of renal cell carcinoma in patients with hydronephrosis and renal calculi using supervised machine learning methods.The abdominal CT scan data were retrospectively analyzed for 66 patients with pathologically confirmed hydronephrosis and renal calculi, among whom 35 patients had renal cell carcinoma. In each case 18 non-texture features and 344 texture features were extracted from the region of interest (ROI). Infinite feature selection (InfFS)-based forward feature selection method coupled with support vector machine (SVM) classifier was used to select the optimal feature subset. SVM was trained and performed the prediction using the selected feature subset to classify whether hydronephrosis with renal calculi was associated with renal cell carcinoma.A total of 12 texture features were selected as the optimal features. The area under curve (AUC), accuracy, sensitivity, specificity, false positive rate and false negative rate of the SVM- InfFS model for predicting accompanying renal tumors in patients with hydronephrosis and calculi were 0.907, 81.0%, 70.0%, 90.9%, 9.1%, and 30.0%, respectively. The diagnostic accuracy, sensitivity, specificity, false positive and false negative rates by the clinicians provided with these classification results were 90.5%, 80.0%, 100%, 0.00%, and 20.0%, respectively.The computer-aided classification model based on supervised machine learning can effectively extract the diagnostic information and improve the diagnostic rate of renal cell carcinoma associated with hydronephrosis and renal calculi.
Carcinoma, Renal Cell
;
diagnosis
;
Diagnosis, Differential
;
Humans
;
Hydronephrosis
;
diagnosis
;
Kidney Calculi
;
Kidney Neoplasms
;
diagnosis
;
Retrospective Studies

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