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1.
Sci Data ; 9(1): 475, 2022 08 04.
Artigo em Inglês | MEDLINE | ID: mdl-35927290

RESUMO

Retinal vasculature provides an opportunity for direct observation of vessel morphology, which is linked to multiple clinical conditions. However, objective and quantitative interpretation of the retinal vasculature relies on precise vessel segmentation, which is time consuming and labor intensive. Artificial intelligence (AI) has demonstrated great promise in retinal vessel segmentation. The development and evaluation of AI-based models require large numbers of annotated retinal images. However, the public datasets that are usable for this task are scarce. In this paper, we collected a color fundus image vessel segmentation (FIVES) dataset. The FIVES dataset consists of 800 high-resolution multi-disease color fundus photographs with pixelwise manual annotation. The annotation process was standardized through crowdsourcing among medical experts. The quality of each image was also evaluated. To the best of our knowledge, this is the largest retinal vessel segmentation dataset for which we believe this work will be beneficial to the further development of retinal vessel segmentation.


Assuntos
Fundo de Olho , Vasos Retinianos , Algoritmos , Inteligência Artificial , Crowdsourcing , Humanos , Processamento de Imagem Assistida por Computador , Vasos Retinianos/anatomia & histologia , Vasos Retinianos/diagnóstico por imagem
2.
Med Image Anal ; 72: 102142, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-34198042

RESUMO

The detection of nuclei and cells in histology images is of great value in both clinical practice and pathological studies. However, multiple reasons such as morphological variations of nuclei or cells make it a challenging task where conventional object detection methods cannot obtain satisfactory performance in many cases. A detection task consists of two sub-tasks, classification and localization. Under the condition of dense object detection, classification is a key to boost the detection performance. Considering this, we propose similarity based region proposal networks (SRPN) for nuclei and cells detection in histology images. In particular, a customised convolution layer termed as embedding layer is designed for network building. The embedding layer is added into the region proposal networks, enabling the networks to learn discriminative features based on similarity learning. Features obtained by similarity learning can significantly boost the classification performance compared to conventional methods. SRPN can be easily integrated into standard convolutional neural networks architectures such as the Faster R-CNN and RetinaNet. We test the proposed approach on tasks of multi-organ nuclei detection and signet ring cells detection in histological images. Experimental results show that networks applying similarity learning achieved superior performance on both tasks when compared to their counterparts. In particular, the proposed SRPN achieve state-of-the-art performance on the MoNuSeg benchmark for nuclei segmentation and detection while compared to previous methods, and on the signet ring cell detection benchmark when compared with baselines. The sourcecode is publicly available at: https://github.com/sigma10010/nuclei_cells_det.


Assuntos
Técnicas Histológicas , Redes Neurais de Computação , Núcleo Celular , Processamento de Imagem Assistida por Computador
3.
Zhongguo Gu Shang ; 33(5): 426-9, 2020 May 25.
Artigo em Chinês | MEDLINE | ID: mdl-32452179

RESUMO

OBJECTIVE: To explore the safety, effectiveness and consistency of "Zoning Method" foraminotomy in posterior cervical endoscopic surgery. METHODS: From March 2016 to October 2018, 21 patients with cervical spondylotic radiculopathy were enrolled. Endoscopic foraminotomy and nucleus pulposus enucleation were performed in the patients. There were 13 males and 8 females, aged from 35 to 56 years old with an average of (47.3±5.1) years. The surgical segment of 6 cases were C4,5, 10 cases were C5,6 and 5 cases were C6,7. The "Zoning Method" was proposed and used to complete the foraminotomy under endoscope, and then to perform nucleus pulposus removal and nerve root decompression. The operation length, intraoperative bleeding volume and complications were recorded, and NDI, VAS were evaluated before operation, 1 day after the operation and 1 week after the operation. RESULTS: All the operations were successful. The operation length was(46.10±26.39) min, intraoperative bleeding volume was (50.10±18.25) ml, and there were no complications such as nerve injury, dural tear or vertebral artery injury. All 21 patients were followed up for 3 to 9 months, with a median of 6 months. Postoperative VAS and NDI were obvious improved (P<0.05);there was significant difference in VAS between postoperative 1 d and 1 week(P<0.05);and there was no significant difference in NDI between postoperative 1 d and 1 week (P>0.05). CONCLUSION: Endoscopic foraminotomy with "Zoning Method" is safe clinically significant, and consistent.


Assuntos
Foraminotomia , Radiculopatia , Espondilose , Adulto , Vértebras Cervicais , Descompressão Cirúrgica , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Neuroendoscopia , Resultado do Tratamento
4.
Zhongguo Gu Shang ; 33(2): 181-3, 2020 Feb 25.
Artigo em Chinês | MEDLINE | ID: mdl-32133821

RESUMO

OBJECTIVE: To investigate the clinical effect of double-door laminoplasty combined with C2 dome decompression in treatment of cervical spinal stenosis. METHODS: The clinical data of 28 patients with cervical spinal stenosis who underwent double-door laminoplasty combined with C2 dome decompression from June 2016 to June 2018 were retrospectively analyzed, including 17 males and 11 females, aged 39 to 74 years with an average of (61.0±6.7) years. The clinical effects were evaluated by JOA score, axial symptoms, cervical spine activity, cervical spinal cord compression degree and so on. RESULTS: All patients were followed up for 6 to12 months with an average of 10.2 months. The JOA score in the final follow-up was significantly improved (P<0.05). The range of cervical activity before and after surgery was respectively (41.8±15.3) °, (36.3±18.2) °, and there was no significant difference (P>0.05). After operation, sagittal diameter at the narrowest level of C2-C3 spinal canal was (16.20±1.82) mm, which was significantly higher than (8.38±1.16) mm before operation (P<0.05). There were 4 cases with axial symptoms in 24 patients with the incidence rate of 14.29% (4/24). CONCLUSION: Double-door laminoplasty combined with C2 dome decompression can directly expand the volume of C2-C3 spinal canal, relieve the compression of spinal cord and nerve root, reduce the damage to the posterior cervical ligament complex as much as possible, maintain the stability of cervical spine sequence, reduce the occurrence of axial symptoms, and the operation is relatively simple, without the need of metal internal fixation.


Assuntos
Laminoplastia , Estenose Espinal , Adulto , Idoso , Vértebras Cervicais , Feminino , Humanos , Laminectomia , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Resultado do Tratamento
5.
Springerplus ; 5(1): 1947, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27917340

RESUMO

It has been demonstrated that microRNAs (miRNAs or miRs) can act as prognostic and diagnostic markers, and potential therapeutic targets. miR-95-3p has been reported to be downregulated in osteosarcoma tissues, but its potential as a serum biomarker has not been assessed in human osteosarcoma. The purpose of the present study was to examine the expression levels of miR-95-3p in serum of patients with osteosarcoma and to investigate the diagnostic and prognostic value of miR-95-3p. The serum levels of miR-95-3p in osteosarcoma patients were detected by a real-time quantitative reverse transcription-polymerase chain reaction assay. Associations between miR-95-3p expression and various clinicopathological characteristics were analyzed using Chi square test. Differences in patient survival were determined using the Kaplan-Meier method and a log-rank test. A Cox proportional hazards regression analysis was used for multivariate analyses of prognostic values. Compared to healthy controls, the expression levels of miR-95-3p in serum of osteosarcoma patients were significantly decreased (P < 0.0001). Low miR-95-3p expression had significant association with clinical stage (P < 0.001) and metastasis (P < 0.001). The Kaplan-Meier curve showed that patients with high miR-95-3p expression survived significantly longer than patients with low miR-95-3p expression (P = 0.017). Multivariate analysis demonstrated that miR-95-3p expression level (P = 0.014) was an independent prognostic biomarker for overall survival. Our findings suggested that down-expression of serum miR-95-3p might be associated with poor prognosis of osteosarcoma patients, suggesting that decreased expression of serum miR-95-3p may serve as a valuable diagnostic/prognostic marker for osteosarcoma patients.

6.
Dis Markers ; 2016: 7068986, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27777493

RESUMO

microRNAs (miRNAs) are small noncoding RNAs and have been shown to play a crucial role in the osteosarcoma (OS) tumorigenesis and progression. VEGFA is a key regulator of angiogenesis and plays an important role in regulation of tumor metastasis. The objective of this study was to determine whether VEGFA was involved in miR-1-mediated suppression of proliferation, migration, and invasion of OS cells. The expression levels of miR-1 were significantly lower in OS tumor tissues than those in adjacent normal tissues and in SAOS-2 and U2OS cell lines compared to a normal osteoblast (NHOst) cell line. VEGFA was upregulated in OS tumor tissues and SAOS-2 and U2OS cell lines. The results of CCK-8 assay and transwell assay showed that miR-1 acted as a tumor suppressor by inhibiting cell proliferation, migration, and invasion in U2OS cells. Dual luciferase reporter assay demonstrated that VEGFA was a direct and functional target gene of miR-1. miR-1 directly inhibits the protein expression of VEGFA via its 3'-UTR. Knockdown of VEGFA by siRNA inhibited proliferation, migration, and invasion of U2OS cells. Our study suggested the potential inhibitory function of miR-1 in OS cell proliferation, migration, and invasion via inhibiting VEGFA.


Assuntos
Neoplasias Ósseas/patologia , Regulação Neoplásica da Expressão Gênica , MicroRNAs/genética , Osteossarcoma/secundário , Fator A de Crescimento do Endotélio Vascular/metabolismo , Regiões 3' não Traduzidas/genética , Apoptose , Western Blotting , Neoplasias Ósseas/genética , Neoplasias Ósseas/metabolismo , Movimento Celular , Proliferação de Células , Humanos , Metástase Linfática , Invasividade Neoplásica , Osteossarcoma/genética , Osteossarcoma/metabolismo , Prognóstico , RNA Mensageiro/genética , Reação em Cadeia da Polimerase em Tempo Real , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Células Tumorais Cultivadas , Fator A de Crescimento do Endotélio Vascular/genética
7.
Zhongguo Gu Shang ; 27(5): 405-8, 2014 May.
Artigo em Chinês | MEDLINE | ID: mdl-25167672

RESUMO

OBJECTIVE: To analyze the relation of plasma D-dimer levels and incidence of deep venous thrombosis after spinal surgery. METHODS: The clinical data of 63 patients underwent spinal surgery from October 2009 to October 2010 were retrospective analyzed. There were 40 males and 23 females with an average age of 48 years old(21 to 76) in operation. Operation levels of 15 cases were in cervical vertebrae, 4 cases were in thoracic vertebrae,and 44 cases were in lumbar vertebrae. Thirty patients with spinal fracture were caused by trauma and 33 patients without trauma, 11 patients combined with nerve injury. The patients were divided into two groups according to plasma D-dimer levels, more than or equal to 500 microg/L was D-dimer positive group and less than 500 microg/L was D-dimer negative group. Venous blood of all patients early morning with empty stomach were testd on admission, and at 2 h, 1 d, 2 d, 3 d, 4 d, 6 d, 8 d, 10 d, 15 d after operation,respectively. RESULTS: There was no statistically significant differences in sex, operative segments, implants, operative posture, age, bleed volume, body weight, peroperative D-dimer levels between two groups. After operation, plasma D-dimer of 19 patients were more than or equal to 500 microg/L, with persistent or progressive increasing. Two cases occurred deep venous thrombosis in D-dimer positive group, they respectively were found at 3 days and 8 days after operation. Both of them underwent posterior decompression and internal fixation. However,no deep venous thrombosis was found in D-dimer negative group. CONCLUSION: Postoperative D-dimer assay can effective predict deep venous thrombosis occurrence. D-dimer level more than or equal to 500 microg/L will be considered as a risk factor for deep venous thrombosis after spinal surgery.


Assuntos
Produtos de Degradação da Fibrina e do Fibrinogênio/metabolismo , Coluna Vertebral/cirurgia , Trombose Venosa/sangue , Trombose Venosa/cirurgia , Adulto , Idoso , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Ultrassonografia , Trombose Venosa/diagnóstico por imagem , Adulto Jovem
8.
Artigo em Chinês | MEDLINE | ID: mdl-24693781

RESUMO

OBJECTIVE: To discuss the safety and effectiveness of combined dynamic cervical implant (DCI) and Cage fusion in the treatment of two-level cervical disc protrusion. METHODS: Between September 2009 and June 2011, 16 cases of two-level cervical disc protrusion were treated with combined DCI and Cage fusion. Of 16 cases, 10 were male and 6 were female, with a mean age of 44.1 years (range, 37-64 years) and with a mean disease duration of 5.1 years (range, 2-8 years), including 8 cases of cervical myelopathy, 5 cases of nerve root cervical myelopathy, and 3 cases of mixed cervical myelopathy. Radiological results indicated degenerative intervertebral discs and compressed never root or spinal cord. Involved discs included C3,4 and C4,5s (1 case), C3,4 and C5,6 (5 cases), C4,5 and C5,6 (3 cases), C4,5 and C6,7 (5 cases), and C5,6 and C6,7 (2 cases). The neck disability index (NDI), Japanese Orthopedic Association (JOA) score, and visual analogue scale (VAS) were used to evaluate the neurological function and pain relief. The stabilities and activities of involved segments, intervertebral fusion, and displacement of Cages were observed during follow-up. RESULTS: Primary healing of incisions was obtained in all cases; no complication of hematoma, infection, cerebrospinal fluid leakage, or neural function damage occurred. All 16 patients were followed up 18 months on average (range, 6-36 months). The cervical X-ray results indicated that the activities of involved segments was (7.8 +/- 3.1) degrees, showing no significant difference (t = 0.655, P = 0.132) when compared with preoperative value [(7.3 +/- 2.6) degrees]. No implant loosening was observed; slight heterotopic ossification occurred in 1 patient at the posterior rim ofintervertebral space. No cage loosening or sinking was seen, and good fusion was achieved. The mean time of fusion was 4.5 months (range, 3-8 months). NDI, JOA, and VAS scores at last follow-up (18.3 +/- 5.1, 15.7 +/- 1.5, and 3.4 +/- 1.8 respectively) were significantly improved (t = 2.131, P = 0.016; t = 3.126, P = 0.024; t = 6.102, P = 0.038) when compared with preoperative scores (49.6 +/- 11.3, 12.8 +/- 2.0, and 6.7 +/- 1.2 respectively). CONCLUSION: A combination of DCI and intervertebral Cage fusion has satisfactory early effectiveness in treatment of two-level cervical intervertebral protrusion for maintaining the stability and activity of cervical vertebrae.


Assuntos
Vértebras Cervicais/cirurgia , Deslocamento do Disco Intervertebral/cirurgia , Disco Intervertebral/cirurgia , Próteses e Implantes , Fusão Vertebral/métodos , Adulto , Artroplastia/instrumentação , Artroplastia/métodos , Vértebras Cervicais/diagnóstico por imagem , Discotomia/métodos , Feminino , Humanos , Ílio/transplante , Disco Intervertebral/diagnóstico por imagem , Disco Intervertebral/patologia , Deslocamento do Disco Intervertebral/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Dor/etiologia , Dor/cirurgia , Medição da Dor , Radiografia , Amplitude de Movimento Articular , Compressão da Medula Espinal/diagnóstico por imagem , Compressão da Medula Espinal/cirurgia , Resultado do Tratamento
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