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1.
Sci Rep ; 14(1): 16204, 2024 Jul 13.
Artigo em Inglês | MEDLINE | ID: mdl-39003325

RESUMO

To retrospectively assess the effectiveness of deep learning (DL) model, based on breast magnetic resonance imaging (MRI), in predicting preoperative lymphovascular invasion (LVI) status in patients diagnosed with invasive breast cancer who have negative axillary lymph nodes (LNs). Data was gathered from 280 patients, including 148 with LVI-positive and 141 with LVI-negative lesions. These patients had undergone preoperative breast MRI and were histopathologically confirmed to have invasive breast cancer without axillary LN metastasis. The cohort was randomly split into training and validation groups in a 7:3 ratio. Radiomics features for each lesion were extracted from the first post-contrast dynamic contrast-enhanced (DCE)-MRI. The Least Absolute Shrinkage and Selection Operator (LASSO) regression method and logistic regression analyses were employed to identify significant radiomic features and clinicoradiological variables. These models were established using four machine learning (ML) algorithms and one DL algorithm. The predictive performance of the models (radiomics, clinicoradiological, and combination) was assessed through discrimination and compared using the DeLong test. Four clinicoradiological parameters and 10 radiomic features were selected by LASSO for model development. The Multilayer Perceptron (MLP) model, constructed using both radiomic and clinicoradiological features, demonstrated excellent performance in predicting LVI, achieving a high area under the curve (AUC) of 0.835 for validation. The DL model (MLP-radiomic) achieved the highest accuracy (AUC = 0.896), followed by DL model (MLP-combination) with an AUC of 0.835. Both DL models were significantly superior to the ML model (RF-clinical) with an AUC of 0.720. The DL model (MLP), which integrates radiomic features with clinicoradiological information, effectively aids in the preoperative determination of LVI status in patients with invasive breast cancer and negative axillary LNs. This is beneficial for making informed clinical decisions.


Assuntos
Neoplasias da Mama , Aprendizado Profundo , Linfonodos , Metástase Linfática , Imageamento por Ressonância Magnética , Invasividade Neoplásica , Humanos , Feminino , Neoplasias da Mama/patologia , Neoplasias da Mama/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Pessoa de Meia-Idade , Metástase Linfática/diagnóstico por imagem , Estudos Retrospectivos , Linfonodos/patologia , Linfonodos/diagnóstico por imagem , Adulto , Idoso , Valor Preditivo dos Testes
2.
World J Surg Oncol ; 18(1): 145, 2020 Jun 27.
Artigo em Inglês | MEDLINE | ID: mdl-32593310

RESUMO

BACKGROUND: The incidence of thyroid cancer is increasing worldwide. This study investigated the association of B-type RAF kinase (BRAF)V600E mutation status, the expression of BRAF-activated long non-coding RNA (BANCR) and microRNA miR-9, and the clinicopathological features of papillary thyroid carcinoma (PTC). METHODS: Clinicopathological data for PTC patients (n = 51) diagnosed and treated between 2018 and 2019 were collected. Carcinoma and adjacent normal tissue samples were analyzed for the presence of the BRAFV600E mutation and/or expression of BANCR and miR-9. RESULTS: Larger tumor, higher rate of bilateral tumors and multifocality, extracapsular invasion, and lateral lymph node metastasis (LNM) were observed in PTC patients with BRAF V600E mutation. Patients with higher BANCR expression had a higher rate of extracapsular invasion and lateral LNM in carcinoma tissue and a lower frequency of bilateral tumors and multifocality in normal adjacent tissue. Patients with higher miR-9 expression had a lower rate of central and lateral LNM in carcinoma tissue and higher rates of bilateral tumor location and multifocality in normal adjacent tissue. Patients with BRAFV600E mutation have a higher rate of BANCR overexpression and tended to have a lower rate of miR-9 overexpression (P = 0.057), and a negative association was observed between BANCR and miR-9 expression in carcinoma tissue. CONCLUSIONS: BRAFV600E mutation and the BANCR and miR-9 expression were closely associated with the tumor size, bilateral tumor location, multifocality, extracapsular invasion, and lateral LNM. PTC patients with these clinicopathological characteristics, BRAFV600E mutation, and high BANCR expression and low miR-9 expression needed earlier surgical treatment and are recommended for total thyroidectomy in primary surgery for reducing the risk of recurrence. These findings provide new insight into the molecular basis for PTC and can inform strategies for the management of PTC.


Assuntos
MicroRNAs/genética , Mutação , Recidiva Local de Neoplasia/patologia , Proteínas Proto-Oncogênicas B-raf/genética , RNA Longo não Codificante/genética , Câncer Papilífero da Tireoide/patologia , Neoplasias da Glândula Tireoide/patologia , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Gradação de Tumores , Recidiva Local de Neoplasia/genética , Recidiva Local de Neoplasia/metabolismo , Estadiamento de Neoplasias , Proteínas Proto-Oncogênicas B-raf/metabolismo , Câncer Papilífero da Tireoide/genética , Câncer Papilífero da Tireoide/metabolismo , Neoplasias da Glândula Tireoide/genética , Neoplasias da Glândula Tireoide/metabolismo , Tireoidectomia/métodos , Adulto Jovem
3.
Biomed Pharmacother ; 110: 528-536, 2019 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-30530288

RESUMO

Thyroid cancer keeps rapidly increasing worldwide and the most frequent type is papillary thyroid carcinoma (PTC). MicroRNAs (miRNAs) are proved dysregulated in many types of malignancies, including thyroid cancer. Although miR-let-7e has been implicated in several types of cancer regulation, relatively little is known about the function of miR-let-7e in PTC. In this study, we showed that the overexpression of miR-let-7e or knockdown of high mobility group box 1 (HMGB1) inhibited cell migration and invasion. MiR-let-7e downregulates HMGB1 expression by directly targeting the HMGB1 3'-UTR. Furthermore, HMGB1 reintroduction reversed the anti-proliferation, anti-migration, and anti-invasion roles of miR-let-7e. miR-let-7e might function as a tumor suppressor in papillary thyroid carcinoma through HMGB1. Therefore, our study demonstrates that miR-let-7e plays an important role in papillary thyroid carcinoma progression and might represent a new potential therapeutic target for treatment.


Assuntos
Movimento Celular/fisiologia , Regulação Neoplásica da Expressão Gênica , Proteína HMGB1/biossíntese , MicroRNAs/biossíntese , Câncer Papilífero da Tireoide/metabolismo , Neoplasias da Glândula Tireoide/metabolismo , Animais , Linhagem Celular Tumoral , Proteína HMGB1/antagonistas & inibidores , Proteína HMGB1/genética , Humanos , Masculino , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Nus , MicroRNAs/genética , Invasividade Neoplásica/genética , Invasividade Neoplásica/patologia , Câncer Papilífero da Tireoide/genética , Câncer Papilífero da Tireoide/patologia , Neoplasias da Glândula Tireoide/genética , Neoplasias da Glândula Tireoide/patologia
4.
PLoS One ; 11(12): e0167414, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27936049

RESUMO

OBJECTIVE: To investigate the clinicopathological characteristics of papillary thyroid microcarcinoma (PTMC) for surgery by comparing the difference between PTMC and larger papillary thyroid carcinoma (LPTC). METHODS: We analyzed the differences in the clinicopathological characteristics, prognosis, B-type RAF kinase (BRAF)V600E mutational status and expression of angiogenic factors, including pigment epithelium-derived factor (PEDF), Vascular Endothelial Growth Factor (VEGF), and hypoxia-inducible factor alpha subunit (HIF-1α), between PTMC and LPTC by retrospectively reviewing the records of 251 patients with papillary thyroid carcinoma, 169 with PTMC, and 82 with LPTC (diameter >1 cm). RESULTS: There were no significant differences in the gender, age, multifocality, Hashimoto's thyroiditis, TNM stage, PEDF protein expression, rate of recurrence, or mean follow-up duration between patients with PTMC or LPTC. The prevalence of extrathyroidal invasion (EI), lymph node metastasis (LNM), and BRAF mutation in patients with PTMC was significantly lower than in patients with LPTC. In addition, in PTMC patients with EI and/or LNM and/or positive BRAF (high-risk PTMC patients), the prevalence of extrathyroidal invasion, Hashimoto's disease, lymph node metastasis, tumor TNM stage, PEDF positive protein expression, the rate of recurrent disease, and the mRNA expression of anti-angiogenic factors was almost as high as in patients with larger PTC, but with no significant difference. CONCLUSIONS: Extrathyroid invasion, lymph node metastases, and BRAFV600E mutation were the high risk factors of PTMC. PTMC should be considered for the same treatment strategy as LPTC when any of these factors is found. Particularly, PTMC with BRAFV600E gene mutations needed earlier surgical treatment. In addition, the high cell subtype of PTMC with BRAFV600E gene mutation is recommended for total thyroidectomy in primary surgery to reduce the risk of recurrence.


Assuntos
Carcinoma Papilar/diagnóstico , Carcinoma/patologia , Regulação Neoplásica da Expressão Gênica , Mutação Puntual , Proteínas Proto-Oncogênicas B-raf/genética , Glândula Tireoide/patologia , Neoplasias da Glândula Tireoide/diagnóstico , Neoplasias da Glândula Tireoide/patologia , Adulto , Carcinoma/diagnóstico , Carcinoma/genética , Carcinoma/cirurgia , Carcinoma Papilar/genética , Carcinoma Papilar/patologia , Carcinoma Papilar/cirurgia , Proteínas do Olho/genética , Feminino , Humanos , Subunidade alfa do Fator 1 Induzível por Hipóxia/genética , Metástase Linfática/diagnóstico , Metástase Linfática/genética , Metástase Linfática/patologia , Masculino , Pessoa de Meia-Idade , Recidiva Local de Neoplasia/diagnóstico , Recidiva Local de Neoplasia/genética , Recidiva Local de Neoplasia/patologia , Fatores de Crescimento Neural/genética , Prognóstico , Serpinas/genética , Câncer Papilífero da Tireoide , Glândula Tireoide/metabolismo , Glândula Tireoide/cirurgia , Neoplasias da Glândula Tireoide/genética , Neoplasias da Glândula Tireoide/cirurgia , Tireoidectomia , Fator A de Crescimento do Endotélio Vascular/genética
5.
Medicine (Baltimore) ; 95(46): e5148, 2016 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-27861338

RESUMO

The aim of this study was to determine the effects of nanocarbon particles in combination with meticulous capsular dissection on enhancing the identification and protecting the function of parathyroid glands in thyroid cancer surgery.The data of 97 patients with papillary thyroid tumors diagnosed and treated at the Second Affiliated Hospital, Harbin Medical University between January 2014 and February 2015 were reviewed. Data regarding the sex, age, calcium and parathyroid hormone (PTH) levels, tumor size, multifocality, T stage, and extrathyroid invasion were collected. The incidence of surgeries in which the parathyroid glands were cut mistakenly, the concentration of serum calcium and parathyroid hormone before surgery (baseline) and after surgery on days 1, 3, and 7, and 1 and 6 months in the patients of the two groups (the nanocarbon and control groups) were analyzed.Fifty-two patients underwent meticulous capsular dissection combined with nanocarbon treatment (nanocarbon group), and 45 underwent meticulous capsular dissection alone (control group). The nanocarbon group showed a significantly higher total and average number of revealed parathyroid glands (average number is the mean for different individuals have different number) and a lower incidence of the parathyroid glands being mistakenly cut, in addition to a lower level of hypoparathyroidism than control group following surgery (P < 0.05). Serum calcium and PTH levels were significantly lower in patients from both groups after surgery on days 1, 3, and 7 and after 1 month, compared with the preoperative levels (P < 0.05). Compared with the control group, the serum calcium and PTH levels were significantly higher in the nanocarbon group after surgery on days 1, 3, 7, than in the control group.Treatment with nanocarbon in combination with meticulous capsular dissection can significantly facilitate the identification of the parathyroid in thyroid cancer surgery, reduce the risk of mistakenly cutting the parathyroid, and reduce the incidence of postoperative hypoparathyroidism.


Assuntos
Carbono , Complicações Intraoperatórias/prevenção & controle , Nanopartículas , Glândulas Paratireoides , Neoplasias da Glândula Tireoide/cirurgia , Tireoidectomia/métodos , Adolescente , Adulto , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Glândulas Paratireoides/anatomia & histologia , Glândulas Paratireoides/fisiologia , Estudos Retrospectivos , Adulto Jovem
6.
Oncol Lett ; 12(6): 5217-5222, 2016 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-28105231

RESUMO

The progression mechanism of papillary thyroid carcinoma (PTC) remains largely unknown. Accumulating evidence has suggested that various targets of pigment epithelium-derived factor (PEDF) are able to inhibit cancer progression. The aim of the present study was to examine PEDF expression in PTC patients and to investigate its relationship with aggressive clinicopathological features, as well as to explore whether PEDF affects the progression of PTC via the hypoxia-inducible factor 1α (HIF1α)-vascular endothelial growth factor (VEGF) pathway. A total of 271 patients with PTC, including 24 men and 247 women, were enrolled in the present study. Relevant patient data, including demographic features, preoperative clinical features and pathological features, were collected for analysis. The protein expression levels of PEDF in PTC tissues were detected using immunohistochemical staining, and the mRNA expression levels of PEDF, VEGF and HIF1α in 15 PTC tissues with lymph node metastasis (LNM) and 10 tissues without LNM were detected using reverse transcription-quantitative polymerase chain reaction. Immunohistochemical staining with an anti-PEDF antibody detected PEDF expression in 74.5% of the PTC tissues. PEDF expression levels were significantly correlated with LNM, extrathyroid invasion, a high TNM stage, the presence of the BRAFV600E mutation and tumor size. PEDF mRNA expression levels were significantly decreased in PTC tissues with LNM, as compared with PTC tissues without LNM, while the mRNA expression levels of HIF1α and VEGF were markedly increased in PTC tissues with LNM. Taken together, the results of the present study suggested that PEDF plays a role in the progression of PTC, and that PEDF may exert an anti-angiogenesis role by affecting the HIF1α-VEGF pathway, eventually inhibiting the metastasis of PTC.

7.
Zhonghua Zhong Liu Za Zhi ; 37(2): 123-7, 2015 Feb.
Artigo em Chinês | MEDLINE | ID: mdl-25975689

RESUMO

OBJECTIVE: To investigate the association of concomitant BRAFV600E mutation with central lymph node metastases in papillary thyroid carcinoma (PTC). METHODS: The clinicopathological data of 126 PTC patients who underwent surgical treatment within a period of 2 years were retrospectively analyzed. The BRAF V600E gene mutation was detected by quantitative fluorescence PCR. RESULTS: The BRAF mutation rate was 69.0% (87/126). The univariate analysis showed that BRAF mutation status was significantly associated with central lymph node metastasis (P<0.05), while the gender, multiple lesions, tumor size, extra-thyroidal invasion, Hashimoto's thyroiditis and tumor stage were not significantly associated with the BRAF mutation (P>0.05 for all). The multivariate analysis showed that only central lymph node metastasis was significantly correlated with BRAF mutation (P<0.05). When the diameter of tumor was ≤10 mm, BRAF mutation was statistically not significantly correlated to central lymph node metastasis (P>0.05). When the diameter of tumor was >10 mm, the central lymph node metastasis rate was significantly higher in patients with positive BRAF mutation than that in patients with a negative BRAF mutation (P<0.05). CONCLUSIONS: The presence of BRAF mutation is an independent predictive factor for central lymph node metastasis. When PTC is with preoperative positive BRAF mutation, the cervical dissection should be routinely performed. The larger the tumor diameter is, the more important is the central lymph node dissection. There should be re-evaluated the necessity of preventative central lymph node dissection when the tumor diameter was ≤5 mm in patients with negative BRAF mutation.


Assuntos
Carcinoma/genética , Metástase Linfática/diagnóstico , Proteínas Proto-Oncogênicas B-raf/genética , Neoplasias da Glândula Tireoide/genética , Carcinoma/epidemiologia , Carcinoma/metabolismo , Carcinoma Papilar , Doença de Hashimoto , Humanos , Excisão de Linfonodo , Linfonodos , Metástase Linfática/genética , Mutação , Reação em Cadeia da Polimerase , Estudos Retrospectivos , Câncer Papilífero da Tireoide , Neoplasias da Glândula Tireoide/epidemiologia , Neoplasias da Glândula Tireoide/metabolismo
8.
Int J Clin Exp Med ; 8(12): 22525-8, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26885238

RESUMO

OBJECTIVE: To evaluate the relationship between BRAF mutation and factors influencing the prognosis of papillary thyroid microcarcinoma (PTMC). METHODS: Clinical data from patients with PTMC were subjected to retrospective analysis. A total of 86 patients were included, and the BRAF(V600E) mutation was identified in surgically dissected tissues. RESULTS: The incidence of BRAF mutation in patients with PTMC was 65.1% (56/86). Both univariate and multivariate analyses indicated a correlation between BRAF mutation and lymph node metastasis (P = 0.057). For patients with tumors ≤ 10 mm in diameter, BRAF mutation had no effect on lymph node metastasis (P > 0.05). No lymph node metastasis was found in patients with tumors ≤ 5 mm in diameter. CONCLUSION: BRAF gene mutation is an independent predictive risk factor for central lymph node metastasis in patients with PTMC. For patients with preoperative BRAF mutation positivity, it is important to perform central lymph node dissection (CLND) and lymphatic and adipose tissues should be routinely removed. However, in patients without BRAF mutation and tumors ≤ 5 mm in diameter, the necessity of prophylactic CLND should be reevaluated.

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