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1.
Front Physiol ; 14: 1281506, 2023.
Article in English | MEDLINE | ID: mdl-38235385

ABSTRACT

Objectives: To develop and validate an MRI radiomics-based decision support tool for the automated grading of cervical disc degeneration. Methods: The retrospective study included 2,610 cervical disc samples of 435 patients from two hospitals. The cervical magnetic resonance imaging (MRI) analysis of patients confirmed cervical disc degeneration grades using the Pfirrmann grading system. A training set (1,830 samples of 305 patients) and an independent test set (780 samples of 130 patients) were divided for the construction and validation of the machine learning model, respectively. We provided a fine-tuned MedSAM model for automated cervical disc segmentation. Then, we extracted 924 radiomic features from each segmented disc in T1 and T2 MRI modalities. All features were processed and selected using minimum redundancy maximum relevance (mRMR) and multiple machine learning algorithms. Meanwhile, the radiomics models of various machine learning algorithms and MRI images were constructed and compared. Finally, the combined radiomics model was constructed in the training set and validated in the test set. Radiomic feature mapping was provided for auxiliary diagnosis. Results: Of the 2,610 cervical disc samples, 794 (30.4%) were classified as low grade and 1,816 (69.6%) were classified as high grade. The fine-tuned MedSAM model achieved good segmentation performance, with the mean Dice coefficient of 0.93. Higher-order texture features contributed to the dominant force in the diagnostic task (80%). Among various machine learning models, random forest performed better than the other algorithms (p < 0.01), and the T2 MRI radiomics model showed better results than T1 MRI in the diagnostic performance (p < 0.05). The final combined radiomics model had an area under the receiver operating characteristic curve (AUC) of 0.95, an accuracy of 89.51%, a precision of 87.07%, a recall of 98.83%, and an F1 score of 0.93 in the test set, which were all better than those of other models (p < 0.05). Conclusion: The radiomics-based decision support tool using T1 and T2 MRI modalities can be used for cervical disc degeneration grading, facilitating individualized management.

2.
Protein J ; 40(6): 929-939, 2021 12.
Article in English | MEDLINE | ID: mdl-34213690

ABSTRACT

The objective of the present study was to investigate the differences in the proteomic profiles of sperm from infertile males with severe oligoasthenoteratozoospermia requiring intracytoplasmic sperm injection (ICSI) and normal control sperm from fertile males. Isobaric tag for relative and absolute quantitation labeling and liquid chromatography-tandem mass spectrometry was performed for identifying proteins in the sperm of infertile and fertile males. Differentially expressed proteins were analyzed via the Gene Ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases through the Database for Annotation, Visualization, and Integrated Discovery, and protein-protein networks were produced using the Search Tool for Retrieval of Interacting Genes. Immunofluorescence and western blotting verified the differential expression of Y-box-binding protein 1(YBX1), adenylate kinase 1 (AK1), and aconitase 2, mitochondrial (ACO2) proteins. Altogether, 3444 proteins were identified in the sperm of infertile and fertile males, and 938 were differentially expressed between the two groups. Pairwise comparisons revealed that 226 and 712 proteins were significantly upregulated and downregulated in infertile males, respectively. These proteins were significantly enriched in metabolic pathways as per KEGG enrichment analysis. YBX1 expression was upregulated in the sperm heads of patients requiring ICSI treatment, whereas AK1 and ACO2, which are critical enzymes involved in energy metabolism, were downregulated in the sperm tails of the same patients. This result indicates that metabolism may have a crucial role in maintaining normal sperm function. Overall, our results provide insights that will further help in investigating the pathogenic mechanisms of infertility and possible therapeutic strategies.


Subject(s)
Infertility, Male , Proteomics , Humans , Infertility, Male/metabolism , Male , Metabolic Networks and Pathways , Sperm Injections, Intracytoplasmic , Spermatozoa/metabolism
3.
Syst Biol Reprod Med ; 67(2): 127-136, 2021 Apr.
Article in English | MEDLINE | ID: mdl-33375868

ABSTRACT

In this study, we aimed to explore the potential differences in proteomic profiles from the testicular tissue of azoospermatic men with impaired spermatogenesis and normal spermatogenesis. Isobaric tags for relative and absolute quantitation (iTRAQ) labeled technology and LC-MS/MS technology were used to identify differentially expressed proteins. Potential functions of differentially expressed proteins were predicted using gene ontology (GO) and the Kyoto encyclopedia of genes and genomes (KEGG). Immunohistochemistry (IHC) and western blot (WB) were used to verify the differentially expressed proteins. A protein-protein interaction (PPI) network was built to outline the regulatory network of differentially expressed proteins. A total of 3,945 proteins were identified in men with normal and impaired spermatogenesis. Of these, 116 proteins were differentially expressed in men with impaired spermatogenesis: 39 were upregulated and 77 were downregulated. Furthermore, we found that these differentially expressed proteins were mainly involved in the cellular component, which may be mainly associated with the spliceosome, ribosome, and thyroid hormone synthesis signaling pathways. The spliceosome- and ribosome-associated proteins YBX1, FBL, and HNRNPU were downregulated. And the proteomic profile of testicular tissue in men with impaired spermatogenesis is different from that of men with normal spermatogenesis. For this reason, differentially expressed proteins such as YBX1, FBL and HNRNPU might be involved in the pathology of spermatogenesis dysfunction.Abbreviations: iTRAQ: Isobaric tags for relative and absolute quantitation;GO: Gene ontology; KEGG: Kyoto encyclopedia of genes and genomes; IHC: Immunohistochemistry; WB: Western blot; PPI: Protein-protein interaction; ICSI: Intracytoplasmic sperm injection; BP: Biological process; CC: Cellular components; MF: Molecular function; snoRNA: Small nucleolar RNA; snRNA: Small nuclear RNA; LC-MS/MS: Liquid chromatography and MS/MS analysis; BSA: Bovine serum albumin; SD: Spermatogenic dysfunction; micro-TESE: Testicular microscopic sperm extraction.


Subject(s)
Infertility, Male , Proteomics , Chromatography, Liquid , Humans , Male , Proteins , Spermatogenesis , Tandem Mass Spectrometry , Testis
4.
J Huazhong Univ Sci Technolog Med Sci ; 37(6): 895-903, 2017 Dec.
Article in English | MEDLINE | ID: mdl-29270750

ABSTRACT

Human Nestin (hNestin) has been found to express in melanoma, and its expression is positively correlated with the advanced stage of melanoma. However, the precise role of hNestin in the development of melanoma has not been fully understood. The present study aimed to explore the role of hNestin in the proliferation and invasion of melanoma cells. The lentivirus vector carrying a short hairpin RNAs (shRNAs) targeting hNestin (hNestin-shRNA-LV) was stably infected into human melanoma cells UACC903, which expressed high levels of hNestin. The effects of hNestin knockdown on the proliferation, apoptosis, migration of melanoma cells and the related signaling pathways were investigated by immunofluorence, Western blotting and reverse transcription polymerase chain reaction (RT-PCR), respectively. The results showed that hNestin was expressed in most melanoma specimens and the melanoma cells studied. Knockdown of hNestin expression significantly inhibited the proliferation of melanoma cells, blocked the formation of cell colony, arrested cell cycle at G1/S stage and suppressed the activation of Akt and GSK3ß. hNestin-silent cells also showed a sheet-like appearance with tight cell-cell adhesion, decreased membrane expression of N-cadherin and ß-catenin, and attenuated migration. Furthermore, hNestin silence resulted in the inhibition of tumor growth in vivo. Our study indicates that hNestin knockdown suppresses the proliferation of melanoma cells, which might be through affecting Akt-GSK3ß-Rb pathway-mediated G1/S arrest, and hNestin silence inhibits the migration by selectively modulating the expression of cell adhesion molecules in the process of epithelial-mesenchymal transition.


Subject(s)
Gene Expression Regulation, Neoplastic , Glycogen Synthase Kinase 3 beta/genetics , Melanoma/genetics , Nestin/genetics , Proto-Oncogene Proteins c-akt/genetics , Retinoblastoma Protein/genetics , Skin Neoplasms/genetics , Antigens, CD/genetics , Antigens, CD/metabolism , Apoptosis , Cadherins/genetics , Cadherins/metabolism , Cell Line, Tumor , Cell Movement , Cell Proliferation , Epithelial-Mesenchymal Transition , G1 Phase Cell Cycle Checkpoints , Genetic Vectors/chemistry , Genetic Vectors/metabolism , Glycogen Synthase Kinase 3 beta/metabolism , Humans , Lentivirus/genetics , Lentivirus/metabolism , Melanoma/metabolism , Melanoma/pathology , Melanoma/therapy , Nestin/antagonists & inhibitors , Nestin/metabolism , Proto-Oncogene Proteins c-akt/metabolism , RNA, Small Interfering/genetics , RNA, Small Interfering/metabolism , Retinoblastoma Protein/metabolism , Signal Transduction , Skin Neoplasms/metabolism , Skin Neoplasms/pathology , Skin Neoplasms/therapy , Tumor Burden , Xenograft Model Antitumor Assays , beta Catenin/genetics , beta Catenin/metabolism
5.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-333407

ABSTRACT

Human Nestin (hNestin) has been found to express in melanoma,and its expression is positively correlated with the advanced stage of melanoma.However,the precise role of hNestin in the development of melanoma has not been fully understood.The present study aimed to explore the role of hNestin in the proliferation and invasion of melanoma cells.The lentivirus vector carrying a short hairpin RNAs (shRNAs) targeting hNestin (hNestin-shRNA-LV) was stably infected into human melanoma cells UACC903,which expressed high levels of hNestin.The effects of hNestin knockdown on the proliferation,apoptosis,migration of melanoma cells and the related signaling pathways were investigated by immunofluorence,Western blotting and reverse transcription polymerase chain reaction (RT-PCR),respectively.The results showed that hNestin was expressed in most melanoma specimens and the melanoma cells studied.Knockdown of hNestin expression significantly inhibited the proliferation of melanoma cells,blocked the formation of cell colony,arrested cell cycle at G1/S stage and suppressed the activation of Akt and GSK3β.hNestin-silent cells also showed a sheet-like appearance with tight cell-cell adhesion,decreased membrane expression of N-cadherin and β-catenin,and attenuated migration.Furthermore,hNestin silence resulted in the inhibition of tumor growth in vivo.Our study indicates that hNestin knockdown suppresses the proliferation of melanoma cells,which might be through affecting Akt-GSK3β-Rb pathway-mediated G1/S arrest,and hNestin silence inhibits the migration by selectively modulating the expression of cell adhesion molecules in the process of epithelial-mesenchymal transition.

6.
Nan Fang Yi Ke Da Xue Xue Bao ; 36(5): 714-8, 2016 May.
Article in Chinese | MEDLINE | ID: mdl-27222192

ABSTRACT

OBJECTIVE: To study the expression of NPAS2 in colorectal cancer (CRC) and analyze its relationship with the clinicopathological parameters and prognosis of the patients. METHODS: Real-time q-PCR was used to detect the expression of NPAS2 mRNA in 40 fresh CRC tissues and paired adjacent tissues; immunohistochemistry was used to detect the expression of NPAS2 protein in 120 paraffin-embedded tumor and adjacent tissues. The relationship between NPAS2 expression level and the 5-year survival rate of 78 CRC patients with follow-up data were analyzed with Kaplan-Meier survival analysis. RESULTS: Compared with the adjacent tissues, fresh CRC tissue expressed significantly lower NPAS2 mRNA levels (P<0.01). Among the paraffin-embedded CRC tissues, 19.2% were positive for NPAS2 expression, as compared to a much higher rate of 62.5% in the adjacent tissues (P<0.05). The expression of NPAS2 was correlated with the tumor size, lymph node metastasis and TNM stages (P<0.05) but not with the patients' gender, age, distant tumor metastasis, differentiation, or invasion. Patients with high NPAS2 expression levels had a significantly higher 5-year survival rate than those with low NPAS2 expressions (P=0.0001). CONCLUSION: NPAS2 is down-regulated in CRC and closely correlated with the malignant biological behavior of the tumor and 5-year survival of the patients, suggesting its value in predicting the prognosis of the CRC patients.


Subject(s)
Basic Helix-Loop-Helix Transcription Factors/metabolism , Colorectal Neoplasms/diagnosis , Colorectal Neoplasms/metabolism , Nerve Tissue Proteins/metabolism , Down-Regulation , Humans , Immunohistochemistry , Kaplan-Meier Estimate , Lymphatic Metastasis , Prognosis , RNA, Messenger , Real-Time Polymerase Chain Reaction , Survival Rate
7.
Zhonghua Nan Ke Xue ; 21(6): 532-5, 2015 Jun.
Article in Chinese | MEDLINE | ID: mdl-26242044

ABSTRACT

OBJECTIVE: To investigate the influence of the time interval from the end of semen processing to artificial intrauterine in semination with husband's sperm (AIH-IUI) on the rate of clinical pregnancy. METHODS: This study involved 191 AIH-IUI cycles with the same ovulation induction protocol. After Percoll density gradient centrifugation, we divided the sperm into four groups based on the incubation time: 0-19, 20-39, 40-59, and 60-80 min, and again into another four groups according to the total progressively motile sperm count (TPMC): (0-9), (10-20), (21-30), and > 30 x 10(6). We analyzed the correlation of the clinical pregnancy rate with the time interval from the end of sperm processing to AIH-IUI and with other influencing factors, such as maternal age, infertility duration, and semen quality. RESULTS: The rate of clinical pregnancy was significantly higher in the 20-39 min group (18.3%) than in the 0-19, 40-59, and 60-80 min groups (12.7, 11.4 and 9.1%) (all P < 0.05). The (10-20) x 10(6) group achieved a remarkably higher pregnancy rate (16.7%) than the (0-9), (21-30), and > 30 x 10(6) groups (0, 11.4, and 8.3%) (all P < 0.05). Logistic multivariate analysis showed that the rate of clinical pregnancy was decreased with the increased age of the women (OR 0.89, 95% CI 0.83-0.94) but significantly elevated in the 20-39 min group (OR 2.11, 95% CI 1.34-3.13) and of (10-20) x 10(6) group (OR 2.06, 95% CI 1.32-3.46). CONCLUSION: The time interval from the end of sperm processing to AIH-IUI is a most significant factor influencing the rate of clinical pregnancy of AIH-IUI.


Subject(s)
Infertility/therapy , Insemination, Artificial, Homologous/statistics & numerical data , Pregnancy Rate , Centrifugation, Density Gradient , Female , Humans , Male , Pregnancy , Semen , Semen Analysis , Sperm Count , Spermatozoa , Time Factors
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