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1.
NPJ Precis Oncol ; 7(1): 134, 2023 Dec 11.
Artículo en Inglés | MEDLINE | ID: mdl-38081998

RESUMEN

We aimed to apply a potent deep learning network, NAFNet, to predict adverse pathology events and biochemical recurrence-free survival (bRFS) based on pre-treatment MRI imaging. 514 prostate cancer patients from six tertiary hospitals throughout China from 2017 and 2021 were included. A total of 367 patients from Fudan University Shanghai Cancer Center with whole-mount histopathology of radical prostatectomy specimens were assigned to the internal set, and cancer lesions were delineated with whole-mount pathology as the reference. The external test set included 147 patients with BCR data from five other institutes. The prediction model (NAFNet-classifier) and integrated nomogram (DL-nomogram) were constructed based on NAFNet. We then compared DL-nomogram with radiology score (PI-RADS), and clinical score (Cancer of the Prostate Risk Assessment score (CAPRA)). After training and validation in the internal set, ROC curves in the external test set showed that NAFNet-classifier alone outperformed ResNet50 in predicting adverse pathology. The DL-nomogram, including the NAFNet-classifier, clinical T stage and biopsy results, showed the highest AUC (0.915, 95% CI: 0.871-0.959) and accuracy (0.850) compared with the PI-RADS and CAPRA scores. Additionally, the DL-nomogram outperformed the CAPRA score with a higher C-index (0.732, P < 0.001) in predicting bRFS. Based on this newly-developed deep learning network, NAFNet, our DL-nomogram could accurately predict adverse pathology and poor prognosis, providing a potential AI tools in medical imaging risk stratification.

2.
Cell Death Dis ; 12(2): 168, 2021 02 10.
Artículo en Inglés | MEDLINE | ID: mdl-33568625

RESUMEN

Bladder cancer (BCa) is an aggressive malignancy because of its distant metastasis and high recurrence rate. Circular RNAs (circRNAs) exert critical regulatory functions in cancer progression. However, the expression patterns and roles of circRNAs in BCa have not been well investigated. In this study, we first screened circRNA expression profiles using a circRNA microarray of paired BCa and normal tissues, and the expression of circST6GALNAC6 was confirmed by qRT-PCR and fluorescence in situ hybridization (FISH). MTT, colony formation and Transwell assays were performed to measure cell proliferation, migration and invasion. We investigated the regulatory effect of circST6GALNAC6 on miRNA and its target genes to explore the potential regulatory mechanisms of circST6GALNAC6 by chromatin immunoprecipitation (ChIP), RNA immunoprecipitation (RIP), MS2-tagged RNA affinity purification (MS2-TRAP), immunofluorescence (IF) and dual luciferase activity assays. A nude mouse xenograft model was used to examine the functions of circST6GALNAC6/STMN1 in tumour metastasis in vivo. We found that 881 circRNAs were significantly dysregulated in BCa tissues compared to normal tissues. circST6GALNAC6(hsa_circ_0088708) was downregulated in BCa tissues and cells. Overexpression of circST6GALNAC6 effectively inhibited the cell proliferation, migration, invasion and epithelial-mesenchymal transition (EMT) in vitro and suppressed BCa metastasis in vivo. Mechanistically, we showed that the SP1 transcription factor, which binds to the circST6GALNAC6 mRNA transcript, activates circST6GALNAC6 transcription. Next, we verified that circST6GALNAC6 serves as a sponge that directly binds miR-200a-3p to regulate stathmin (STMN1) expression. Furthermore, we found that STMN1 is involved in circST6GALNAC6/miR-200a-3p axis-regulated BCa EMT and metastasis. Thus, our findings indicate an important underlying mechanism in BCa metastasis by which SP1-induced circST6GALNAC6 sponges miR-200a-3p to promote STMN1/EMT signalling. This mechanism could provide pivotal potential prognostic biomarkers and therapeutic targets for BCa.


Asunto(s)
Movimiento Celular , Transición Epitelial-Mesenquimal , MicroARNs/metabolismo , ARN Circular/metabolismo , Estatmina/metabolismo , Neoplasias de la Vejiga Urinaria/metabolismo , Animales , Línea Celular Tumoral , Proliferación Celular , Regulación Neoplásica de la Expresión Génica , Humanos , Ratones Desnudos , MicroARNs/genética , Invasividad Neoplásica , ARN Circular/genética , Transducción de Señal , Factor de Transcripción Sp1/genética , Factor de Transcripción Sp1/metabolismo , Estatmina/genética , Neoplasias de la Vejiga Urinaria/genética , Neoplasias de la Vejiga Urinaria/patología
3.
Asian Pac J Cancer Prev ; 13(3): 827-31, 2012.
Artículo en Inglés | MEDLINE | ID: mdl-22631656

RESUMEN

To determine the relationship between comorbidity and outcome after radical cystectomy in Chinese patients by using the Adult Comorbidity Evaluation (ACE)-27 index. Two-hundred-and-forty-six patients treated with radical cystectomy at the Second Xiangya Hospital of Central South University, Hunan Province, China between 2000 and 2010 were retrospectively analyzed. Medical records were reviewed for age, gender, delayed time of radical cystectomy, urinary diversion type, pelvic lymphadenectomy status, TNM stage, and pathological grade. Comorbidity information was assessed by the ACE-27 index. The outcome measurement was overall survival. Univariate and multivariate Cox proportional hazards regression analyses were used to determine the association between comorbidity and outcome. The study population consisted of 215 (87.40%) males and 31 (12.60%) females with a mean age of 62±11 years. Median duration of follow-up was 47±31 months. A total of 151 (61.38%) patents died during follow-up. Of those, 118 (47.97%) had at least one comorbidity. According to the ACE-27 scores, 128 (52.03%) patients had no comorbidity, 79 (32.11%) had mild, 33 (13.41%) had moderate, and 6 (2.45%) had severe comorbidities. Multivariate analysis indicated that moderate (p=0.002) and severe (p<0.001) comorbidity was significantly associated with decreased overall survival. In addition, age ≥70 years (p=0.002), delayed time of radical cystectomy >12 weeks (p=0.044), pelvic lymphadenectomy status (p=0.014), and TNM stage >T3 (p<0.001) were determined to be independent risk factors of overall survival. Increasing severity of comorbidity statistically correlated with decreased overall survival after radical cystectomy.


Asunto(s)
Cistectomía/mortalidad , Neoplasias de la Vejiga Urinaria/cirugía , Anciano , China , Comorbilidad , Cistectomía/efectos adversos , Femenino , Humanos , Escisión del Ganglio Linfático , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Resultado del Tratamiento , Neoplasias de la Vejiga Urinaria/epidemiología , Neoplasias de la Vejiga Urinaria/patología
4.
Zhonghua Nan Ke Xue ; 14(6): 527-9, 2008 Jun.
Artículo en Chino | MEDLINE | ID: mdl-18649752

RESUMEN

OBJECTIVE: To study the incidence of benign prostatic hyperplasia (BPH) complicated by chronic prostatitis. METHODS: We performed routine examinations and bacterial culture of the expressed prostate secretion (EPS) for 213 cases of BPH, detected mycoplasma, chlamydia and serum PSA, and compared the results of IPSS of those complicated with chronic prostatitis before and after a 4-week anti-inflammatory treatment. RESULTS: Of the total cases, 69 (32.4%) were complicated by chronic prostatitis, 27 (12.7%) EPS positive and 15 (7.0%) mycoplasma and chlamydia positive. Among the 69 cases of chronic prostatitis, 7 were found with an elevated level of PSA (> 4 microg/L), and 43 with the mean IPSS score decreased from (12.2 +/- 2.6) before anti-inflammatory treatment to (10.5 +/- 2.3) after it (P < 0.01). CONCLUSION: EPS examination should be performed for patients with BPH, which is highly significant for the diagnosis of prostatitis, choice of medical or surgical treatment, improvement of therapeutic effect and reduction of complications.


Asunto(s)
Hiperplasia Prostática/epidemiología , Prostatitis/complicaciones , Anciano , Anciano de 80 o más Años , China/epidemiología , Chlamydia/aislamiento & purificación , Enfermedad Crónica , Humanos , Incidencia , Masculino , Persona de Mediana Edad , Mycoplasma/aislamiento & purificación , Próstata/efectos de los fármacos , Próstata/microbiología , Próstata/patología , Antígeno Prostático Específico/sangre , Hiperplasia Prostática/complicaciones , Hiperplasia Prostática/tratamiento farmacológico , Prostatitis/sangre , Prostatitis/microbiología
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