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1.
Diagnostics (Basel) ; 14(8)2024 Apr 17.
Artigo em Inglês | MEDLINE | ID: mdl-38667478

RESUMO

(1) Background: Although DR screening is effective, one of its most significant problems is a lack of attendance. The aim of the present study was to demonstrate the effectiveness of our algorithm in predicting the development of any type of DR and referable DR. (2) Methods: A retrospective study with an 11-year follow-up of a population of 120,389 T2DM patients was undertaken. (3) Results: Applying the results of the algorithm showed an AUC of 0.93 (95% CI, 0.92-0.94) for any DR and 0.90 (95% CI, 0.89-0.91) for referable DR. Therefore, we achieved a promising level of agreement when applying our algorithm. (4) Conclusions: The algorithm is useful for predicting which patients may develop referable forms of DR and also any type of DR. This would allow a personalized screening plan to be drawn up for each patient.

2.
J Clin Med ; 12(20)2023 Oct 22.
Artigo em Inglês | MEDLINE | ID: mdl-37892811

RESUMO

(1) Background: Diabetic retinopathy (DR) remains the leading cause of low vision and blindness in young adults of working age. Although the most important risk factors-such as the duration of diabetes mellitus (DM) and glycemic control measured by HbA1c-are known, the effects of lipids are not as clear. The aim of the present study is to analyze the effects of lipids on the development of DR. (2) Methods: This is a retrospective study of a population of 175,645 DM2 patients, during the period 2010 to 2020, in which the effects of different lipid factors are studied. (3) Results: The variables that most influenced the development of DR in our study, based on significance and cumulative hazard (CH), were arterial hypertension (CH 1.217, p < 0.001), HbA1c levels (CH 1.162, p = 0.001), microalbuminuria (CH 1.012, p < 0.001), LDL-C cholesterol (CH 1.007, p = 0.012), TC/HDL-C index (CH 1.092, p < 0.001), No-HDL-C/HDL-C index (CH 1.065, p = 0.002), the use of statins (CH 1.001, p = 0.005), and body mass index (CH 1.007, p < 0.001). (4) Conclusions: LDL-cholesterol, TC/HDL-C, and No-HDL-C/HDL-C indices are related to the development of DR, and there is a protective effect of HDL-cholesterol and the use of fibrates.

3.
Cells ; 11(6)2022 03 16.
Artigo em Inglês | MEDLINE | ID: mdl-35326463

RESUMO

The transcriptomic profiling of lung damage associated with SARS-CoV-2 infection may lead to the development of effective therapies to prevent COVID-19-related deaths. We selected a series of 21 autoptic lung samples, 14 of which had positive nasopharyngeal swabs for SARS-CoV-2 and a clinical diagnosis of COVID-19-related death; their pulmonary viral load was quantified with a specific probe for SARS-CoV-2. The remaining seven cases had no documented respiratory disease and were used as controls. RNA from formalin-fixed paraffin-embedded (FFPE) tissue samples was extracted to perform gene expression profiling by means of targeted (Nanostring) and comprehensive RNA-Seq. Two differential expression designs were carried out leading to relevant results in terms of deregulation. SARS-CoV-2 positive specimens presented a significant overexpression in genes of the type I interferon signaling pathway (IFIT1, OAS1, ISG15 and RSAD2), complement activation (C2 and CFB), macrophage polarization (PKM, SIGLEC1, CD163 and MS4A4A) and Cathepsin C (CTSC). CD163, Siglec-1 and Cathepsin C overexpression was validated by immunohistochemistry. SFTPC, the encoding gene for pulmonary-associated surfactant protein C, emerged as a key identifier of COVID-19 patients with high viral load. This study successfully recognized SARS-CoV-2 specific immune signatures in lung samples and highlighted new potential therapeutic targets. A better understanding of the immunopathogenic mechanisms of SARS-CoV-2 induced lung damage is required to develop effective individualized pharmacological strategies.


Assuntos
COVID-19 , Autopsia , COVID-19/genética , Catepsina C , Humanos , Pulmão/patologia , Proteína C Associada a Surfactante Pulmonar , SARS-CoV-2
4.
Clin Ophthalmol ; 16: 715-722, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35300029

RESUMO

Aim: The aim of the present study was to build a clinical decision support system (CDSS) that can predict the presence of diabetic retinopathy (DR) in type 1 diabetes (T1DM) patients. Material and Method: We built two versions of our CDSS to predict the presence of any-type DR and sight-threatening DR (STDR) in T1DM patients. The first version was trained using 324 T1DM and 826 T2DM patients. The second was trained with only the 324 T1DM patients. Results: The first version achieved an accuracy (ACC) = 0.795, specificity (SP) = 83%, and sensitivity (S) = 65.7% to predict the presence of any-DR, and an ACC = 0.918, SP = 87.1% and S = 87.8% for STDR. The second model achieved ACC = 0.799, SP = 87.5% and S = 86.3% when predicting any-DR and ACC = 0.937, SP = 90.9% and S = 83.0% for STDR. Conclusion: The two models better predict STDR than any-DR in T1DM patients. We will need a larger sample to strengthen our results.

5.
Sci Signal ; 14(712): eabj8393, 2021 Dec 07.
Artigo em Inglês | MEDLINE | ID: mdl-34874746

RESUMO

The nuclear translocation and activity of the cotranscriptional activators YAP and TAZ (YAP/TAZ) in endothelial cells (ECs) are crucial during developmental angiogenesis. Here, we studied the role of YAP/TAZ signaling in ECs in tumor angiogenesis and found that the expression of YAP/TAZ and downstream target genes in ECs correlated with tumor vascularization in human colorectal carcinomas and skin melanoma. Treatment with the YAP/TAZ inhibitor verteporfin reduced vessel density and tumor progression in a mouse colorectal cancer (CRC) model. Conditional deletion of YAP/TAZ in ECs reduced tumor angiogenesis and growth in a mouse B16-F10 melanoma model. Using cultured ECs and mice with EC-specific ablation, we showed that signal transducer and activator of transcription 3 (STAT3) was required for the activation of YAP/TAZ in tumor-associated ECs. Moreover, we showed that STAT3-mediated signaling promoted YAP/TAZ activity and that the nuclear shuttling machinery for STAT3 was also required for YAP/TAZ nuclear translocation. Together, our data highlight the role of YAP/TAZ as critical players in ECs during tumor angiogenesis and provide insight into the signaling pathways leading to their activation.


Assuntos
Células Endoteliais , Neoplasias , Proteínas Adaptadoras de Transdução de Sinal/genética , Proteínas Adaptadoras de Transdução de Sinal/metabolismo , Células Endoteliais/metabolismo , Humanos , Fosfoproteínas/genética , Fosfoproteínas/metabolismo , Fator de Transcrição STAT3/metabolismo , Transdução de Sinais , Proteínas de Sinalização YAP
6.
Diagnostics (Basel) ; 11(8)2021 Jul 31.
Artigo em Inglês | MEDLINE | ID: mdl-34441319

RESUMO

BACKGROUND: The aim of the present study was to test our deep learning algorithm (DLA) by reading the retinographies. METHODS: We tested our DLA built on convolutional neural networks in 14,186 retinographies from our population and 1200 images extracted from MESSIDOR. The retinal images were graded both by the DLA and independently by four retina specialists. Results of the DLA were compared according to accuracy (ACC), sensitivity (S), specificity (SP), positive predictive value (PPV), negative predictive value (NPV), and area under the receiver operating characteristic curve (AUC), distinguishing between identification of any type of DR (any DR) and referable DR (RDR). RESULTS: The results of testing the DLA for identifying any DR in our population were: ACC = 99.75, S = 97.92, SP = 99.91, PPV = 98.92, NPV = 99.82, and AUC = 0.983. When detecting RDR, the results were: ACC = 99.66, S = 96.7, SP = 99.92, PPV = 99.07, NPV = 99.71, and AUC = 0.988. The results of testing the DLA for identifying any DR with MESSIDOR were: ACC = 94.79, S = 97.32, SP = 94.57, PPV = 60.93, NPV = 99.75, and AUC = 0.959. When detecting RDR, the results were: ACC = 98.78, S = 94.64, SP = 99.14, PPV = 90.54, NPV = 99.53, and AUC = 0.968. CONCLUSIONS: Our DLA performed well, both in detecting any DR and in classifying those eyes with RDR in a sample of retinographies of type 2 DM patients in our population and the MESSIDOR database.

7.
Diagnostics (Basel) ; 11(7)2021 Jun 24.
Artigo em Inglês | MEDLINE | ID: mdl-34202444

RESUMO

BACKGROUND: To measure the relationship between variability in HbA1c and microalbuminuria (MA) and diabetic retinopathy (DR) in the long term. METHODS: A prospective case-series study, was conducted on 366 Type 1 Diabetes Mellitus patients with normoalbuminuria and without diabetic retinopathy at inclusion. The cohort was followed for a period of 12 years. The Cox survival analysis was used for the multivariate statistical study. The effect of variability in microangiopathy (retinopathy and nephropathy) was evaluated by calculating the standard deviation of HbA1c (SD-HbA1c), the coefficient of variation of HbA1c (CV-HbA1c), average real variability (ARV-HbA1c) and variability irrespective of the mean (VIM-HbA1c) adjusted for the other known variables. RESULTS: A total of 106 patients developed diabetic retinopathy (29%) and 73 microalbuminuria (19.9%). Overt diabetic nephropathy, by our definition, affected only five patients (1.36%). Statistical results show that the current age, mean HbA1c, SD-HbA1c and ARV-HbA1c are significant in the development of diabetic retinopathy. Microalbuminuria was significant for current age, mean HbA1c, CV-HbA1c and ARV-HbA1c. CONCLUSIONS: By measuring the variability in HbA1c, we can use SD-HbA1c and ARV-HbA1c as possible targets for judging which patients are at risk of developing DR and MA, and CV-HbA1c as the target for severe DR.

8.
Transl Vis Sci Technol ; 10(3): 17, 2021 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-34003951

RESUMO

Purpose: To validate a clinical decision support system (CDSS) that estimates risk of diabetic retinopathy (DR) and to personalize screening protocols in type 2 diabetes mellitus (T2DM) patients. Methods: We utilized a CDSS based on a fuzzy random forest, integrated by fuzzy decision trees with the following variables: current age, sex, arterial hypertension, diabetes duration and treatment, HbA1c, glomerular filtration rate, microalbuminuria, and body mass index. Validation was made using the electronic health records of a sample of 101,802 T2DM patients. Diagnosis was made by retinal photographs, according to EURODIAB guidelines and the International Diabetic Retinopathy Classification. Results: The prevalence of DR was 19,759 patients (19.98%). Results yielded 16,593 (16.31%) true positives, 72,617 (71.33%) true negatives, 3165 (3.1%) false positives, and 9427 (9.26%) false negatives, with an accuracy of 0.876 (95% confidence interval [CI], 0.858-0.886), sensitivity of 84% (95% CI, 83.46-84.49), specificity of 88.5% (95% CI, 88.29-88.72), positive predictive value of 63.8% (95% CI, 63.18-64.35), negative predictive value of 95.8% (95% CI, 95.68-95.96), positive likelihood ratio of 7.30, and negative likelihood ratio of 0.18. The type 1 error was 0.115, and the type 2 error was 0.16. Conclusions: We confirmed a good prediction rate for DR from a representative sample of T2DM in our population. Furthermore, the CDSS was able to offer an individualized screening protocol for each patient according to the calculated risk confidence value. Translational Relevance: Results from this study will help to establish a novel strategy for personalizing screening for DR according to patient risk factors.


Assuntos
Diabetes Mellitus Tipo 2 , Retinopatia Diabética , Estudos Transversais , Diabetes Mellitus Tipo 2/complicações , Retinopatia Diabética/diagnóstico , Humanos , Programas de Rastreamento , Fatores de Risco
9.
BMC Med Inform Decis Mak ; 21(1): 74, 2021 02 25.
Artigo em Inglês | MEDLINE | ID: mdl-33632207

RESUMO

BACKGROUND: Taking care of chronic or long-term patients at home is an arduous task. Non-professional caregivers suffer the consequences of doing so, especially in terms of their mental health. Performing some simple activities through a mobile phone app may improve their mindset and consequently increase their positivity. However, each caregiver may need support in different aspects of positive mental health. In this paper, a method is defined to calculate the utility of a set of activities for a particular caregiver in order to personalize the intervention plan proposed in the app. METHODS: Based on the caregivers' answers to a questionnaire, a modular averaging method is used to calculate the personal level of competence in each positive mental health factor. A reward-penalty scoring procedure then assigns an overall impact value to each activity. Finally, the app ranks the activities using this impact value. RESULTS: The results of this new personalization method are provided based on a pilot test conducted on 111 caregivers. The results indicate that a conjunctive average is appropriate at the first stage and that reward should be greater than penalty in the second stage. CONCLUSIONS: The method presented is able to personalize the intervention plan by determining the best order of carrying out the activities for each caregiver, with the aim of avoiding a high level of deterioration in any factor.


Assuntos
Cuidadores , Aplicativos Móveis , Doença Crônica , Humanos , Saúde Mental , Inquéritos e Questionários
10.
Comput Biol Med ; 127: 104049, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-33099218

RESUMO

Diabetic retinopathy (DR) has become a major worldwide health problem due to the increase in blindness among diabetics at early ages. The detection of DR pathologies such as microaneurysms, hemorrhages and exudates through advanced computational techniques is of utmost importance in patient health care. New computer vision techniques are needed to improve upon traditional screening of color fundus images. The segmentation of the entire anatomical structure of the retina is a crucial phase in detecting these pathologies. This work proposes a novel framework for fast and fully automatic blood vessel segmentation and fovea detection. The preprocessing method involved both contrast limited adaptive histogram equalization and the brightness preserving dynamic fuzzy histogram equalization algorithms to enhance image contrast and eliminate noise artifacts. Afterwards, the color spaces and their intrinsic components were examined to identify the most suitable color model to reveal the foreground pixels against the entire background. Several samples were then collected and used by the renowned convexity shape prior segmentation algorithm. The proposed methodology achieved an average vasculature segmentation accuracy exceeding 96%, 95%, 98% and 94% for the DRIVE, STARE, HRF and Messidor publicly available datasets, respectively. An additional validation step reached an average accuracy of 94.30% using an in-house dataset provided by the Hospital Sant Joan of Reus (Spain). Moreover, an outstanding detection accuracy of over 98% was achieved for the foveal avascular zone. An extensive state-of-the-art comparison was also conducted. The proposed approach can thus be integrated into daily clinical practice to assist medical experts in the diagnosis of DR.


Assuntos
Retinopatia Diabética , Vasos Retinianos , Algoritmos , Retinopatia Diabética/diagnóstico por imagem , Fundo de Olho , Humanos , Vasos Retinianos/diagnóstico por imagem , Espanha
11.
Cancer Cell ; 37(6): 800-817.e7, 2020 06 08.
Artigo em Inglês | MEDLINE | ID: mdl-32516590

RESUMO

Tumors are influenced by the mechanical properties of their microenvironment. Using patient samples and atomic force microscopy, we found that tissue stiffness is higher in liver metastases than in primary colorectal tumors. Highly activated metastasis-associated fibroblasts increase tissue stiffness, which enhances angiogenesis and anti-angiogenic therapy resistance. Drugs targeting the renin-angiotensin system, normally prescribed to treat hypertension, inhibit fibroblast contraction and extracellular matrix deposition, thereby reducing liver metastases stiffening and increasing the anti-angiogenic effects of bevacizumab. Patients treated with bevacizumab showed prolonged survival when concomitantly treated with renin-angiotensin inhibitors, highlighting the importance of modulating the mechanical microenvironment for therapeutic regimens.


Assuntos
Bevacizumab/farmacologia , Fibroblastos Associados a Câncer/efeitos dos fármacos , Neoplasias Colorretais/tratamento farmacológico , Sinergismo Farmacológico , Neoplasias Hepáticas/tratamento farmacológico , Neovascularização Patológica/prevenção & controle , Sistema Renina-Angiotensina/efeitos dos fármacos , Inibidores da Angiogênese/farmacologia , Bloqueadores do Receptor Tipo 1 de Angiotensina II/farmacologia , Inibidores da Enzima Conversora de Angiotensina/farmacologia , Fibroblastos Associados a Câncer/patologia , Captopril/farmacologia , Neoplasias Colorretais/metabolismo , Neoplasias Colorretais/patologia , Humanos , Neoplasias Hepáticas/metabolismo , Neoplasias Hepáticas/secundário , Losartan/farmacologia , Neoplasias Pulmonares/tratamento farmacológico , Neoplasias Pulmonares/metabolismo , Neoplasias Pulmonares/secundário , Microambiente Tumoral/efeitos dos fármacos
12.
Sci Rep ; 10(1): 5420, 2020 03 25.
Artigo em Inglês | MEDLINE | ID: mdl-32214219

RESUMO

The characteristic desmoplastic stroma of pancreatic ductal adenocarcinoma (PDAC) is a key contributor to its lethality. This stromal microenvironment is populated by cancer-associated fibroblasts (CAFs) that interact with cancer cells to drive progression and chemo-resistance. Research has focused on CAFs in the primary tumour but not in metastases, calling into question the role of analogous metastasis-associated fibroblasts (MAFs). We infer a role of MAFs in murine hepatic metastases following untargeted treatment with the anti-angiogenic drug sunitinib in vivo. Treated metastases were smaller and had fewer stromal cells, but were able to maintain angiogenesis and metastasis formation in the liver. Furthermore, sunitinib was ineffective at reducing MAFs alongside other stromal cells. We speculate that cancer cells interact with MAFs to maintain angiogenesis and tumour progression. Thus, we tested interactions between metastatic pancreatic cancer cells and fibroblasts using in vitro co-culture systems. Co-cultures enhanced fibroblast proliferation and induced angiogenesis. We identify carcinoma-educated fibroblasts as the source of angiogenesis via secretions of CXCL8 (aka IL-8) and CCL2 (aka MCP-1). Overall, we demonstrate that metastasis-associated fibroblasts have potential as a therapeutic target and highlight the CXCL8 and CCL2 axes for further investigation.


Assuntos
Quimiocina CCL2/metabolismo , Fibroblastos/metabolismo , Fibroblastos/patologia , Interleucina-8/metabolismo , Neovascularização Patológica/metabolismo , Neovascularização Patológica/patologia , Neoplasias Pancreáticas/metabolismo , Neoplasias Pancreáticas/patologia , Animais , Fibroblastos Associados a Câncer/metabolismo , Fibroblastos Associados a Câncer/patologia , Carcinoma Ductal Pancreático/metabolismo , Carcinoma Ductal Pancreático/patologia , Linhagem Celular , Linhagem Celular Tumoral , Técnicas de Cocultura/métodos , Feminino , Células Endoteliais da Veia Umbilical Humana , Humanos , Camundongos , Camundongos Endogâmicos C57BL , Pâncreas/metabolismo , Pâncreas/patologia , Células Estromais/metabolismo , Células Estromais/patologia , Microambiente Tumoral/fisiologia , Neoplasias Pancreáticas
13.
Telemed J E Health ; 26(8): 1001-1009, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-31682189

RESUMO

Background:To validate our deep learning algorithm (DLA) to read diabetic retinopathy (DR) retinographies.Introduction:Currently DR detection is made by retinography; due to its increasing diabetes mellitus incidence we need to find systems that help us to screen DR.Materials and Methods:The DLA was built and trained using 88,702 images from EyePACS, 1,748 from Messidor-2, and 19,230 from our own population. For validation a total of 38,339 retinographies from 17,669 patients (obtained from our DR screening databases) were read by a DLA and compared by four senior retina ophthalmologists for detecting any-DR and referable-DR. We determined the values of Cohen's weighted Kappa (CWK) index, sensitivity (S), specificity (SP), positive predictive value (PPV) and negative predictive value (NPV), and errors type I and II.Results:The results of the DLA to detect any-DR were: CWK = 0.886 ± 0.004 (95% confidence interval [CI] 0.879-0.894), S = 0.967%, SP = 0.976%, PPV = 0.836%, and NPV = 0.996%. The error type I = 0.024, and the error type II = 0.004. Likewise, the referable-DR results were: CWK = 0.809 (95% CI 0.798-0.819), S = 0.998, SP = 0.968, PPV = 0.701, NPV = 0.928, error type I = 0.032, and error type II = 0.001.Discussion:Our DLA can be used as a high confidence diagnostic tool to help in DR screening, especially when it might be difficult for ophthalmologists or other professionals to identify. It can identify patients with any-DR and those that should be referred.Conclusions:The DLA can be valid to aid in screening of DR.


Assuntos
Aprendizado Profundo , Diabetes Mellitus , Retinopatia Diabética , Oftalmologistas , Algoritmos , Retinopatia Diabética/diagnóstico por imagem , Retinopatia Diabética/epidemiologia , Técnicas de Diagnóstico Oftalmológico , Humanos , Programas de Rastreamento , Sensibilidade e Especificidade
14.
J Clin Invest ; 129(12): 5092-5107, 2019 12 02.
Artigo em Inglês | MEDLINE | ID: mdl-31454332

RESUMO

During developmental angiogenesis, blood vessels grow and remodel to ultimately build a hierarchical vascular network. Whether, how, cell death signaling molecules contribute to blood vessel formation is still not well understood. Caspase-8 (Casp-8), a key protease in the extrinsic cell death-signaling pathway, regulates cell death via both apoptosis and necroptosis. Here, we show that expression of Casp-8 in endothelial cells (ECs) is required for proper postnatal retina angiogenesis. EC-specific Casp-8-KO pups (Casp-8ECKO) showed reduced retina angiogenesis, as the loss of Casp-8 reduced EC proliferation, sprouting, and migration independently of its cell death function. Instead, the loss of Casp-8 caused hyperactivation of p38 MAPK downstream of receptor-interacting serine/threonine protein kinase 3 (RIPK3) and destabilization of vascular endothelial cadherin (VE-cadherin) at EC junctions. In a mouse model of oxygen-induced retinopathy (OIR) resembling retinopathy of prematurity (ROP), loss of Casp-8 in ECs was beneficial, as pathological neovascularization was reduced in Casp-8ECKO pups. Taking these data together, we show that Casp-8 acts in a cell death-independent manner in ECs to regulate the formation of the retina vasculature and that Casp-8 in ECs is mechanistically involved in the pathophysiology of ROP.


Assuntos
Caspase 8/metabolismo , Neovascularização Patológica , Neovascularização Fisiológica , Retina/embriologia , Animais , Animais Recém-Nascidos , Antígenos CD/metabolismo , Caderinas/metabolismo , Morte Celular , Movimento Celular , Proliferação de Células , Células Endoteliais/metabolismo , Feminino , Células Endoteliais da Veia Umbilical Humana , Humanos , Pulmão/embriologia , Camundongos , Camundongos Knockout , Necroptose , Oxigênio/metabolismo , Fosforilação , Proteína Serina-Treonina Quinases de Interação com Receptores/genética , Proteína Serina-Treonina Quinases de Interação com Receptores/metabolismo , Transdução de Sinais , Proteínas Quinases p38 Ativadas por Mitógeno/metabolismo
15.
Clin Cancer Res ; 25(18): 5674-5685, 2019 09 15.
Artigo em Inglês | MEDLINE | ID: mdl-31239322

RESUMO

PURPOSE: To investigate the clinical relevance of macrophages in liver metastasis of colorectal cancer and their influence on angiogenesis and patient survival. Moreover to evaluate specific blood monocytes as markers of disease recurrence.Experimental design: In a mouse model with spontaneous liver metastasis, the angiogenic characteristics of tumor- and metastasis (MAM)-associated macrophages were evaluated. Macrophages and the vasculature from 130 primary tumor (pTU) and 123 patients with liver metastasis were assessed. In vivo and in human samples, the clinical relevance of macrophage VEGFR1 expression was analyzed. Blood samples from patients (n = 157, 80 pTU and 77 liver metastasis) were analyzed for assessing VEGFR1-positive (VEGFR1+) cells as suitable biomarkers of disease recurrence. RESULTS: The number of macrophages positively correlated with vascularization in metastasis. Both in the murine model as well as in primary isolated human cells, a subpopulation of MAMs expressing VEGFR1 were found highly angiogenic. While VEGFR1 expression in pTU patients did not predict prognosis; high percentage of VEGFR1+ cells in liver metastasis was associated with worse patient outcome. Interestingly, VEGFR1+-circulating monocytes in blood samples from patients with liver metastasis not only predicted progression but also site of recurrence. CONCLUSIONS: Our findings identify a new subset of proangiogenic VEGFR1+ MAMs in colorectal cancer that support metastatic growth and may become a liquid biomarker to predict disease recurrence in the liver.


Assuntos
Neoplasias Colorretais/metabolismo , Neoplasias Colorretais/patologia , Macrófagos/metabolismo , Neovascularização Patológica/metabolismo , Receptor 1 de Fatores de Crescimento do Endotélio Vascular/metabolismo , Animais , Biomarcadores Tumorais , Linhagem Celular Tumoral , Proliferação de Células , Neoplasias Colorretais/etiologia , Neoplasias Colorretais/mortalidade , Modelos Animais de Doenças , Imunofluorescência , Humanos , Imuno-Histoquímica , Neoplasias Hepáticas/secundário , Macrófagos/efeitos dos fármacos , Proteínas de Membrana/genética , Proteínas de Membrana/metabolismo , Camundongos , Camundongos Knockout , Prognóstico , Recidiva , Ensaios Antitumorais Modelo de Xenoenxerto
16.
Int J Cancer ; 145(9): 2509-2520, 2019 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-31034094

RESUMO

The immune microenvironment plays a crucial role in supporting tumor growth and metastasis. Tumor-associated macrophages (TAMs) and neutrophils (TANs) are essential components of this microenvironment and affect tumor growth and progression in almost all solid neoplasms. Furthermore, TAMs, TANs and tumor-infiltrating dendritic cells (TIDCs) are found to infiltrate specific distant organs to prepare them as a site for metastatic cell seeding, forming the pre-metastatic niche. The spleen was identified as a major reservoir and source of circulating and tumor infiltrating immune cells. However, discrepancies about its role in supporting tumor growth exist. Thus, here we investigated the role of splenectomy in primary tumor and metastatic growth, and in the formation of an inflammatory niche. In a murine 4T1 and E0771 breast and Panc02 pancreatic cancer model, our results show that while splenectomy reduces the number of infiltrating TAMs, TANs and TIDCs within primary tumors, it does not affect its growth. In line, fewer TAMs, TANs and TIDCs accumulate in the metastatic microenvironment after splenectomy. Interestingly though, this affected metastatic growth depending on the metastatic route/site. The number of hematogenous breast cancer lung metastases was reduced after splenectomy but no effect was observed in breast or pancreatic lymph node metastases. Moreover, we observed that the immune composition of the pre-metastatic niche in lungs of breast cancer bearing mice was altered, and that this could cause the reduction of metastases. Altogether, our results highlight that splenectomy affects the immune microenvironment not only of primary tumors but also of pre-metastatic and metastatic sites.


Assuntos
Inflamação/patologia , Neoplasias Pulmonares/patologia , Pulmão/patologia , Metástase Linfática/patologia , Baço/cirurgia , Animais , Mama/patologia , Neoplasias da Mama/patologia , Linhagem Celular Tumoral , Proliferação de Células/fisiologia , Progressão da Doença , Feminino , Linfonodos/patologia , Macrófagos/patologia , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Endogâmicos C57BL , Neutrófilos/patologia , Neoplasias Pancreáticas/patologia , Baço/patologia , Esplenectomia/métodos , Microambiente Tumoral/fisiologia
17.
Telemed J E Health ; 25(1): 31-40, 2019 01.
Artigo em Inglês | MEDLINE | ID: mdl-29466097

RESUMO

BACKGROUND: The aim of this study was to build a clinical decision support system (CDSS) in diabetic retinopathy (DR), based on type 2 diabetes mellitus (DM) patients. METHOD: We built a CDSS from a sample of 2,323 patients, divided into a training set of 1,212 patients, and a testing set of 1,111 patients. The CDSS is based on a fuzzy random forest, which is a set of fuzzy decision trees. A fuzzy decision tree is a hierarchical data structure that classifies a patient into several classes to some level, depending on the values that the patient presents in the attributes related to the DR risk factors. Each node of the tree is an attribute, and each branch of the node is related to a possible value of the attribute. The leaves of the tree link the patient to a particular class (DR, no DR). RESULTS: A CDSS was built with 200 trees in the forest and three variables at each node. Accuracy of the CDSS was 80.76%, sensitivity was 80.67%, and specificity was 85.96%. Applied variables were current age, gender, DM duration and treatment, arterial hypertension, body mass index, HbA1c, estimated glomerular filtration rate, and microalbuminuria. DISCUSSION: Some studies concluded that screening every 3 years was cost effective, but did not personalize risk factors. In this study, the random forest test using fuzzy rules permit us to build a personalized CDSS. CONCLUSIONS: We have developed a CDSS that can help in screening diabetic retinopathy programs, despite our results more testing is essential.


Assuntos
Sistemas de Apoio a Decisões Clínicas/organização & administração , Árvores de Decisões , Retinopatia Diabética/diagnóstico , Retinopatia Diabética/epidemiologia , Programas de Rastreamento/organização & administração , Fatores Etários , Idade de Início , Idoso , Idoso de 80 Anos ou mais , Pressão Sanguínea , Índice de Massa Corporal , Hemoglobinas Glicadas , Humanos , Testes de Função Renal , Pessoa de Meia-Idade , Estudos Prospectivos , Fatores de Risco , Sensibilidade e Especificidade , Fatores Sexuais
18.
J Cell Mol Med ; 22(11): 5244-5256, 2018 11.
Artigo em Inglês | MEDLINE | ID: mdl-30133118

RESUMO

Autophagy and exosome secretion play important roles in a variety of physiological and disease states, including the development of age-related macular degeneration. Previous studies have demonstrated that these cellular mechanisms share common pathways of activation. Low oxidative damage in ARPE-19 cells, alters both autophagy and exosome biogenesis. Moreover, oxidative stress modifies the protein and genetic cargo of exosomes, possibly affecting the fate of surrounding cells. In order to understand the connection between these two mechanisms and their impact on angiogenesis, stressed ARPE-19 cells were treated with a siRNA-targeting Atg7, a key protein for the formation of autophagosomes. Subsequently, we observed the formation of multivesicular bodies and the release of exosomes. Released exosomes contained VEGFR2 as part of their cargo. This receptor for VEGF-which is critical for the development of new blood vessels-was higher in exosome populations released from stressed ARPE-19. While stressed exosomes enhanced tube formation, exosomes became ineffective after silencing VEGFR2 in ARPE-19 cells and were, consequently, unable to influence angiogenesis. Moreover, vessel sprouting in the presence of stressed exosomes seems to follow a VEGF-independent pathway. We propose that abnormal vessel growth correlates with VEGFR2-expressing exosomes release from stressed ARPE-19 cells, and is directly linked to autophagy.


Assuntos
Autofagia/genética , Degeneração Macular/genética , Neovascularização Fisiológica/genética , Receptor 2 de Fatores de Crescimento do Endotélio Vascular/genética , Autofagossomos/metabolismo , Células Cultivadas , Exossomos/genética , Humanos , Degeneração Macular/patologia , Estresse Oxidativo/genética , Epitélio Pigmentado da Retina/metabolismo
19.
Artif Intell Med ; 85: 50-63, 2018 04.
Artigo em Inglês | MEDLINE | ID: mdl-28993124

RESUMO

Diabetic retinopathy is one of the most common comorbidities of diabetes. Unfortunately, the recommended annual screening of the eye fundus of diabetic patients is too resource-consuming. Therefore, it is necessary to develop tools that may help doctors to determine the risk of each patient to attain this condition, so that patients with a low risk may be screened less frequently and the use of resources can be improved. This paper explores the use of two kinds of ensemble classifiers learned from data: fuzzy random forest and dominance-based rough set balanced rule ensemble. These classifiers use a small set of attributes which represent main risk factors to determine whether a patient is in risk of developing diabetic retinopathy. The levels of specificity and sensitivity obtained in the presented study are over 80%. This study is thus a first successful step towards the construction of a personalized decision support system that could help physicians in daily clinical practice.


Assuntos
Sistemas de Apoio a Decisões Clínicas , Técnicas de Apoio para a Decisão , Diabetes Mellitus Tipo 1/diagnóstico , Diabetes Mellitus Tipo 2/diagnóstico , Retinopatia Diabética/diagnóstico , Lógica Fuzzy , Aprendizado de Máquina , Tomada de Decisão Clínica , Árvores de Decisões , Diabetes Mellitus Tipo 1/complicações , Diabetes Mellitus Tipo 2/complicações , Retinopatia Diabética/etiologia , Registros Eletrônicos de Saúde , Humanos , Valor Preditivo dos Testes , Prognóstico , Reprodutibilidade dos Testes , Medição de Risco , Fatores de Risco , Fatores de Tempo
20.
Dev Cell ; 42(5): 462-478.e7, 2017 09 11.
Artigo em Inglês | MEDLINE | ID: mdl-28867486

RESUMO

Vascular endothelial growth factor (VEGF) is a major driver of blood vessel formation. However, the signal transduction pathways culminating in the biological consequences of VEGF signaling are only partially understood. Here, we show that the Hippo pathway effectors YAP and TAZ work as crucial signal transducers to mediate VEGF-VEGFR2 signaling during angiogenesis. We demonstrate that YAP/TAZ are essential for vascular development as endothelium-specific deletion of YAP/TAZ leads to impaired vascularization and embryonic lethality. Mechanistically, we show that VEGF activates YAP/TAZ via its effects on actin cytoskeleton and that activated YAP/TAZ induce a transcriptional program to further control cytoskeleton dynamics and thus establish a feedforward loop that ensures a proper angiogenic response. Lack of YAP/TAZ also results in altered cellular distribution of VEGFR2 due to trafficking defects from the Golgi apparatus to the plasma membrane. Altogether, our study identifies YAP/TAZ as central mediators of VEGF signaling and therefore as important regulators of angiogenesis.


Assuntos
Proteínas Adaptadoras de Transdução de Sinal/metabolismo , Neovascularização Fisiológica , Fosfoproteínas/metabolismo , Transdução de Sinais , Fator A de Crescimento do Endotélio Vascular/metabolismo , Citoesqueleto de Actina/genética , Animais , Animais Recém-Nascidos , Encéfalo/patologia , Proteínas de Ciclo Celular , Linhagem Celular Tumoral , Membrana Celular/metabolismo , Movimento Celular/genética , Núcleo Celular/metabolismo , Imunoprecipitação da Cromatina , Desenvolvimento Embrionário/genética , Células Endoteliais/metabolismo , Deleção de Genes , Técnicas de Inativação de Genes , Inativação Gênica , Complexo de Golgi/metabolismo , Camundongos , Modelos Biológicos , Neovascularização Patológica/metabolismo , Neovascularização Patológica/patologia , Neovascularização Fisiológica/genética , Transdução de Sinais/genética , Transativadores , Transcrição Gênica , Receptor 2 de Fatores de Crescimento do Endotélio Vascular/metabolismo , Proteínas de Sinalização YAP
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