1.Deep learning algorithm for pathological grading of renal cell carcinoma based on multi-phase enhanced CT.
Haozhong CHEN ; Jun LIU ; Kai DENG ; Xilong MEI ; Dehong PENG ; Enhua XIAO
Journal of Central South University(Medical Sciences) 2025;50(4):651-663
OBJECTIVES:
Renal cell carcinoma (RCC) is a malignant renal tumor that poses a significant threat to patient health. Accurate preoperative pathological grading plays a crucial role in determining the appropriate treatment for this disease. Currently, deep learning technology has become an important method for pathological grading of RCC. However, existing methods primarily rely on single-phase computed tomography (CT) imaging for analysis and prediction, which has limitations such as missing small lesions, one-sided evaluation, and local focusing issues. Therefore, this study proposes a multi-modal deep learning algorithm that integrates multi-phase enhanced CT images with clinical variable data, aiming to provide a basis for predicting the pathological grading of RCC.
METHODS:
First, the algorithm took four-phase enhanced CT images from the plain scan, arterial phase, venous phase, and delayed phase, along with clinical variables, as inputs. Then, an embedding encoding module was used to extract heterogeneous information from the clinical variables, and a 3-dimensional (3D) ResNet50 model was employed to capture spatial information from the multi-phase enhanced CT image data. Finally, a Fusion module deeply integrated the feature information from clinical variables and each phase's CT image features, further utilizing a cross-self-attention mechanism to achieve multi-phase feature fusion. This approach comprehensively captures the deep semantic information from the patient data, fully leveraging the complementary advantages of multi-modal and multi-phase data. To validate the effectiveness of the proposed method, a total of 1 229 RCC patients were approved by ethics review were included to train the model.
RESULTS:
Experimental results demonstrated superior performance compared to traditional radiomics and state-of-the-art deep learning methods, achieving an accuracy of 83.87%, a recall rate of 95.04%, and an F1-score of 82.23%.
CONCLUSIONS
The proposed algorithm exhibits strong stability and sensitivity, significantly enhancing the predictive performance of RCC pathological grading. It offers a novel approach for accurate RCC diagnosis and personalized treatment planning.
Humans
;
Carcinoma, Renal Cell/pathology*
;
Deep Learning
;
Kidney Neoplasms/diagnostic imaging*
;
Tomography, X-Ray Computed/methods*
;
Algorithms
;
Neoplasm Grading
;
Male
;
Female
;
Middle Aged
2.Atypical metastatic presentation of sporadic clear cell renal cell carcinoma: Anindolent unilateral intranasal mass in a 60-year-old male with recurrent epistaxis
Eldimson Bermudo ; Jon Paolo Tan ; Randell Arias ; Al-zamzam Abubakar
Philippine Journal of Pathology 2025;10(1):37-42
Renal cell carcinoma (RCC) is notorious for its propensity to metastasize even after a prolonged period of remission following nephrectomy. The metastatic spread can occur months or even years after initial treatment, which necessitates a heightened level of clinical awareness and vigilance in patients with a history of renal malignancy, particularly who present with new or unexplained nasal symptoms. Although RCC most commonly metastasize to the lungs, bones and liver, its involvement in the nasal cavity is exceedingly rare, posing significant diagnostic challenges due to the non-specific nature of symptoms. We describe a case of metastatic renal cell clear cell carcinoma presenting with recurrent epistaxis and unilateral nasal obstruction. Immunohistochemistry studies play a crucial role in confirming the diagnosis and ruling out potential differential diagnoses, along with a comprehensive clinical history of the patient.
Human ; Male ; Middle Aged: 45-64 Yrs Old ; Clear Cell Renal Cell Carcinoma ; Carcinoma, Renal Cell ; Metastasis ; Neoplasm Metastasis ; Nasal Cavity ; Epistaxis
3.Research progress on NCOA4-mediated ferritinophagy and related diseases.
Chen JIA ; Hong-Ji LIN ; Fang CUI ; Rui LU ; Yi-Ting ZHANG ; Zhi-Qin PENG ; Min SHI
Acta Physiologica Sinica 2025;77(1):194-208
Nuclear receptor co-activator 4 (NCOA4) acts as a selective cargo receptor that binds to ferritin, a cytoplasmic iron storage complex. By mediating ferritinophagy, NCOA4 regulates iron metabolism and releases free iron in the body, thus playing a crucial role in a variety of biological processes, including growth, development, and metabolism. Recent studies have shown that NCOA4-mediated ferritinophagy is closely associated with the occurrence and development of iron metabolism-related diseases, such as liver fibrosis, renal cell carcinoma, and neurodegenerative diseases. In addition, a number of clinical drugs have been identified to modulate NCOA4-mediated ferritinophagy, significantly affecting disease progression and treatment efficacy. This paper aims to review the current research progress on the role of NCOA4-mediated ferritinophagy in related diseases, in order to provide new ideas for targeted clinical therapy.
Humans
;
Nuclear Receptor Coactivators/physiology*
;
Ferritins/metabolism*
;
Animals
;
Neurodegenerative Diseases/metabolism*
;
Iron/metabolism*
;
Autophagy/physiology*
;
Liver Cirrhosis/metabolism*
;
Carcinoma, Renal Cell/metabolism*
;
Kidney Neoplasms/physiopathology*
4.Overexpression of CHMP2B suppresses proliferation of renal clear cell carcinoma cells.
Xiaorui CHEN ; Qingzheng WEI ; Zongliang ZHANG ; Jiangshui YUAN ; Weiqing SONG
Journal of Southern Medical University 2025;45(1):126-136
OBJECTIVES:
To analyze the association of CHMP2B expression level of with clinicopathological characteristics and prognosis of clear cell renal cell carcinoma (CRCC) and the possible role of CHMP2B in tumorigenesis and progression of CRCC.
METHODS:
RNAseq data of CRCC were downloaded from the TCGA database for analysis of CHMP2B expression levels in tumor and adjacent tissues and their correlation with clinicopathological characteristics of the patients. Survival outcomes of the patients with high and low CHMP2B expressions were analyzed using the Kaplan-Meier model, and the COX risk regression model was used for identifying the prognostic factors of the patients. The correlation between CHMP2B expression and immune infiltration, its co-expressed genes, and the effect of CHMP2B gene mutations on immunotherapy responses, and its immunohistochemical expression in CRCC and normal tissues were analyzed. Clinical samples of CRCC were collected to examine CHMP2B expressions using RT-PCR, and cell experiment was carried out to test the effect of CHMP2B overexpression on biological behaviors of CRCC cells.
RESULTS:
CHMP2B was significantly under-expressed in renal cancer tissues, and its overexpression obviously inhibited the proliferation of CRCC cells in vitro. CHMP2B expression level was significantly correlated with age, gender, lymph node metastasis, and tumor stage, and the patients with low CHMP2B expression had poor survival outcomes. Enrichment and co-expression gene analyses suggested that CHMP2B was mainly involved in viral outgrowth, necrotic apoptosis, endocytosis, and immune-regulatory processes in kidney cancer.
CONCLUSIONS
CHMP2B is lowly expressed in renal cancer tissues to affect tumor progression and tumor immune processes, and may serve as a prognostic biomarker and therapeutic target for CRCC.
Humans
;
Carcinoma, Renal Cell/metabolism*
;
Kidney Neoplasms/metabolism*
;
Cell Proliferation
;
Prognosis
;
Cell Line, Tumor
;
Male
;
Female
;
Gene Expression Regulation, Neoplastic
5.Quercetin inhibits proliferation and migration of clear cell renal cell carcinoma cells by regulating TP53 gene.
Junjie GAO ; Kai YE ; Jing WU
Journal of Southern Medical University 2025;45(2):313-321
OBJECTIVES:
To identify potential molecular targets of quercetin in the treatment of clear cell renal carcinoma (ccRCC).
METHODS:
The therapeutic targets of quercetin were screened from multiple databases by network pharmacology analysis, and the targets significantly correlated with ccRCC were screened from 4907 plasma proteins using a Mendelian randomization method. The drug-disease network model was constructed to screen the potential key targets. The functions of these targets were evaluated via bioinformatics analysis, and the screened targets were verified in cultured ccRCC cells.
RESULTS:
Network pharmacology analysis combined with Mendelian randomization identified TP53 (OR=3.325, 95% CI: 1.805-6.124, P=0.0001), ARF4 (OR=0.173, 95% CI: 0.065-0.456, P=0.0003), and DPP4 (OR=0.463, 95% CI: 0.302-0.711, P=0.0004) as the core targets in quercetin treatment of ccRCC. Bioinformatics analysis showed that TP53 was highly expressed in ccRCC, and patients with high TP53 expressions had worse survival outcomes. Molecular docking studies showed that the binding energy between quercetin and TP53 was -5.83 kcal/mol. In cultured 786-O cells, CCK-8 assay and wound healing assay showed that treatment with quercetin significantly inhibited cell proliferation and migration. Quercetin treatment also strongly suppressed the expression of TP53 at both the mRNA and protein levels in 786-O cells as shown by RT-qPCR and Western blotting.
CONCLUSIONS
TP53 may be the key target of quercetin in the treatment of ccRCC, which sheds light on potential molecular mechanism that mediate the therapeutic effect of quercetin.
Humans
;
Quercetin/pharmacology*
;
Carcinoma, Renal Cell/genetics*
;
Cell Proliferation/drug effects*
;
Kidney Neoplasms/genetics*
;
Cell Movement/drug effects*
;
Tumor Suppressor Protein p53/metabolism*
;
Cell Line, Tumor
;
Computational Biology
6.Correlations of immune cell infiltration characteristics with clinicopathological parameters in patients with clear cell renal cell carcinoma.
Huaxuan ZHAO ; Guichao ZHANG ; Jiarong LIU ; Futian MO ; Taoen LI ; Chengyong LEI ; Shidong LÜ
Journal of Southern Medical University 2025;45(6):1280-1288
OBJECTIVES:
To investigate the characteristics of immune cell infiltration in tumor samples from Chinese patients with clear cell renal cell carcinoma (ccRCC) and the correlation of immune cell infiltration with tumor stage and response to immunotherapy.
METHODS:
Tumor samples and clinicopathological data were collected from 154 ccRCC patients treated in Nanfang Hospital, Southern Medical University from October, 2020 to October, 2023. The immune cell types infiltrating the tumor tissues were identified using immunohistochemistry and immunofluorescence staining, and their correlations with the patients' clinicopathological characteristics were analyzed. Patient-derived tumor tissue fragment models (PDTF) models, constructed using tumor tissues from 22 patients, were treated with PD-1 monoclonal antibody, and T cell activation was detected using flow cytometry to assess the patients' responses to immunotherapy.
RESULTS:
In Chinese ccRCC patients included in this study, CD8+ T cells, CD4+ T cells, and CD3+ T cells were the most abundant in the tumor tissues. Higher infiltration levels of CD3+ T cells (P=0.004), PD-1+ T cells (P=0.020), CD68+ T cells (P=0.049), CD79+ T cells (P=0.049), and Tryptase+ cells (P=0.049) were all positively correlated with a larger tumor size (≥5 cm). A higher infiltration level of CD4+ T cells was associated with a lower tumor stage. Patients with higher International Society of Urological Pathology (ISUP) grades had higher infiltration levels of CD3+ T cells (P=0.023), CD8+ T cells (P=0.045), PD-1+ T cells (P=0.014), CD20+ B cells (P=0.020) and CD79+ B cells (P=0.049), and lower levels of Tryptase+ cells (P=0.001). Patients with abundant infiltrating immune cells tended to have better responses to immunotherapy.
CONCLUSIONS
The infiltrating immune cells are heterogeneous in Chinese ccRCC patients, and immune cell infiltration characteristics are closely correlated with clinicopathological parameters of the patients.
Humans
;
Carcinoma, Renal Cell/pathology*
;
Kidney Neoplasms/pathology*
;
Immunotherapy
;
Male
;
Lymphocytes, Tumor-Infiltrating/immunology*
;
Female
;
Middle Aged
;
CD8-Positive T-Lymphocytes/immunology*
;
Aged
;
T-Lymphocytes/immunology*
;
Programmed Cell Death 1 Receptor/immunology*
;
Adult
;
CD4-Positive T-Lymphocytes/immunology*
;
Neoplasm Staging
7.Intraoperative renal collecting system damage increases risks of ipsilateral upper urinary tract stones after partial nephrectomy: a 1∶2 propensity-matched case-control study.
Yanzhong LIU ; Run ZHU ; Yuzhu LI ; Xin MA ; Haixing MAI
Journal of Southern Medical University 2025;45(9):1880-1888
OBJECTIVES:
To investigate the incidence of ipsilateral upper urinary tract stones after partial nephrectomy and its risk factors.
METHODS:
We retrospectively analyzed baseline patient characteristics (age, gender, and body mass index), smoking, alcohol consumption, comorbidities (hypertension, diabetes, hypertriglyceridemia, hyperuricemia, and cardiovascular diseases), preoperative tumor conditions (tumor diameter, multiple foci, location, hemorrhage, necrosis, cystic changes, and endophytic growth), preoperative glomerular filtration rate and intraoperative factors (renal collecting system damage, ischemia time, operation time, surgical approach, and estimated intraoperative blood loss) to identify the risk factors for ipsilateral upper urinary tract stones following partial nephrectomy in our center.
RESULTS:
The overall incidence of upper urinary tract stones following partial nephrectomy was 7.80% (112/1435). The incidence of ipsilateral upper urinary tract stones was significantly higher than those of contralateral stones (4.95% vs 1.46%, P<0.001) and bilateral stones (4.95% vs 1.39%, P<0.001). Intraoperative damage to the renal collecting system was identified as a significant risk factor for ipsilateral upper urinary tract stones (OR=4.550, 95% CI: 2.237-9.252, P<0.001). Diabetes was a probable risk factor for secondary ipsilateral upper urinary tract stones after partial nephrectomy (OR=2.419, 95% CI: 0.973-6.012, P=0.057).
CONCLUSIONS
The incidence of ipsilateral upper urinary tract stones after partial nephrectomy is higher than that of contralateral and bilateral stones. Intraoperative renal collecting system damage is a risk factor for secondary ipsilateral upper urinary tract stones after partial nephrectomy.
Humans
;
Nephrectomy/methods*
;
Retrospective Studies
;
Risk Factors
;
Male
;
Female
;
Case-Control Studies
;
Middle Aged
;
Aged
;
Kidney Neoplasms/surgery*
;
Adult
;
Intraoperative Complications
;
Kidney Tubules, Collecting/injuries*
;
Propensity Score
;
Incidence
;
Kidney Calculi/etiology*
;
Urinary Calculi/epidemiology*
8.Pan-cancer analysis of MZB1 expression and its association with immune infiltration and clinical prognosis.
Yu ZHANG ; Haitao LI ; Yuqing PAN ; Jiexian CAO ; Li ZHAI ; Xi ZHANG
Journal of Southern Medical University 2025;45(9):2006-2018
OBJECTIVES:
To investigate the expression levels of marginal zone B and B1-cell-specific protein (MZB1) in pan-cancer and its association with patient prognosis and tumor microenvironment (TME).
METHODS:
MZB1 expression data, clinicopathological parameters, and survival data from 33 cancer types were extracted from the UCSC database for analyzing the correlations of MZB1 with clinical stage, patient prognosis, immunomodulatory genes, immune checkpoint genes, tumor stemness, immune cell infiltration, tumor mutational burden (TMB), and microsatellite instability (MSI). MZB1 gene mutations in pan-cancer were assessed using cBioPortal online database, and the value of MZB1 for cancer diagnosis was evaluated using ROC curve analysis. MZB1 expression levels in myeloid leukemia and renal carcinoma cells were detected using RT-qPCR and Western blotting, and the effect of MZB1 knockdown on cell proliferation was examined using EdU assay.
RESULTS:
MZB1 was significantly overexpressed in 20 cancer types, including kidney renal clear cell carcinoma (KIRC), breast invasive carcinoma, and acute myeloid leukemia. Its expression was associated with TNM stage, clinical stage, overall survival, and progression-free survival in multiple cancers. In most tumors, MZB1 expression was correlated significantly with immunomodulatory genes, immune checkpoint genes, tumor stemness, immune cell infiltration, TMB, and microsatellite instability. Gene amplification was the predominant mutation type of MZB1 in pan-cancer, and MZB1 showed high diagnostic value for skin cutaneous melanoma, KIRC, and head and neck squamous cell carcinoma. MZB1 was highly expressed in different myeloid leukemia cell lines and renal carcinoma cell lines, and MZB1 knockdown significantly suppressed the proliferation of HL60 and 769-P cells.
CONCLUSIONS
MZB1 is highly expressed in a variety of tumors, and its aberrant expression affects the occurrence and prognosis of many tumors, suggesting its potential as a novel tumor biomarker and immunomodulatory target.
Humans
;
Prognosis
;
Tumor Microenvironment
;
Neoplasms/pathology*
;
Cell Line, Tumor
;
Mutation
;
Kidney Neoplasms
;
Microsatellite Instability
;
Cell Proliferation
;
Carcinoma, Renal Cell
9.High-throughput circular RNA sequencing reveals tumor-specific high expression of hsa_circ_0001900 in Wilms tumor in association with poor prognosis.
Zhiqiang GAO ; Jie LIN ; Peng HONG ; Zaihong HU ; Kongkong CUI ; Yu WANG ; Junjun DONG ; Qinlin SHI ; Xiaomao TIAN ; Guanghui WEI
Journal of Southern Medical University 2025;45(11):2466-2474
OBJECTIVES:
To explore the expression profile of circular RNAs (circRNAs) and their potential roles in prognosis and progression of Wilms' tumor (WT).
METHODS:
Four pairs of WT and adjacent tissues were collected for high-throughput circRNA sequencing to identify the differentially expressed circular RNAs. RT-qPCR was used to verify the expression levels of the top 6 candidate circRNAs in the clinical samples. hsa_circ_0001900 was selected for analysis of its correlation with clinicopathological features and prognosis in 34 patients with WT. Sanger sequencing and RNase R digestion experiments were used to verify the cycling site and structural stability of hsa_circ_0001900 molecule.
RESULTS:
A total of 23 978 circular RNA molecules were identified in WT tissues by high-throughput circular RNA sequencing, and among them 614 were differentially expressed in WT. hsa_circ_0001900 showed the highest expression level among the differentially expressed circRNAs, which was consistent with the findings in clinical tumor samples and the sequencing results. Correlation analysis showed that hsa_circ_0001900 expression level was positively correlated with WT volume, and the children with high hsa_circ_0001900 expression had a lowered recurrence-free survival rate. The results of Sanger sequencing verified the circular splice site sequence of the molecule, and Rnase R digestion assay confirmed its stable covalent structure.
CONCLUSIONS
This study presents a comprehensive expression profile of circular RNAs in WT, and the expression level of hsa_circ_0001900 is related to the size of WT and the patients' prognosis, suggesting its possible role as a key driving gene in WT progression.
Humans
;
RNA, Circular
;
Wilms Tumor/pathology*
;
Prognosis
;
High-Throughput Nucleotide Sequencing
;
Kidney Neoplasms/genetics*
;
Sequence Analysis, RNA
;
Male
;
Female
10.Progress in targeted inhibition of aerobic glycolysis combined with immunotherapy for renal cell carcinoma.
Kun ZHANG ; Mengyao RU ; Jiayuan WANG ; Jumei ZHAO ; Lan SHEN
Chinese Journal of Cellular and Molecular Immunology 2024;40(1):74-79
Tumor aerobic glycolysis is one of the main features of tumor metabolic reprogramming. This abnormal glycolytic metabolism provides bioenergy and biomaterials for tumor growth and proliferation. It is worth noting that aerobic glycolysis will not only provide biological materials and energy for tumor cells, but also help tumor cells to escape immune surveillance through regulation of immune microenvironment, thereby resisting tumor immunotherapy and promoting tumor progression. Based on the pathogenesis of renal cell carcinoma, this paper describes the characteristics of aerobic glycolysis, the effect of glycolytic metabolism on the immune microenvironment of renal cell carcinoma, the effect of glycolysis inhibitors on the immune microenvironment of renal cell carcinoma, and the prospect of glycolysis inhibitors combined with immune checkpoint inhibitors in the treatment of renal cell carcinoma.
Humans
;
Carcinoma, Renal Cell/therapy*
;
Immunotherapy
;
Glycolysis
;
Metabolic Reprogramming
;
Kidney Neoplasms/therapy*
;
Tumor Microenvironment


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