14 research outputs found

    LightNeuS: Neural Surface Reconstruction in Endoscopy using Illumination Decline

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    We propose a new approach to 3D reconstruction from sequences of images acquired by monocular endoscopes. It is based on two key insights. First, endoluminal cavities are watertight, a property naturally enforced by modeling them in terms of a signed distance function. Second, the scene illumination is variable. It comes from the endoscope's light sources and decays with the inverse of the squared distance to the surface. To exploit these insights, we build on NeuS, a neural implicit surface reconstruction technique with an outstanding capability to learn appearance and a SDF surface model from multiple views, but currently limited to scenes with static illumination. To remove this limitation and exploit the relation between pixel brightness and depth, we modify the NeuS architecture to explicitly account for it and introduce a calibrated photometric model of the endoscope's camera and light source. Our method is the first one to produce watertight reconstructions of whole colon sections. We demonstrate excellent accuracy on phantom imagery. Remarkably, the watertight prior combined with illumination decline, allows to complete the reconstruction of unseen portions of the surface with acceptable accuracy, paving the way to automatic quality assessment of cancer screening explorations, measuring the global percentage of observed mucosa.Comment: 12 pages, 7 figures, 1 table, submitted to MICCAI 202

    LightDepth: Single-View Depth Self-Supervision from Illumination Decline

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    Single-view depth estimation can be remarkably effective if there is enough ground-truth depth data for supervised training. However, there are scenarios, especially in medicine in the case of endoscopies, where such data cannot be obtained. In such cases, multi-view self-supervision and synthetic-to-real transfer serve as alternative approaches, however, with a considerable performance reduction in comparison to supervised case. Instead, we propose a single-view self-supervised method that achieves a performance similar to the supervised case. In some medical devices, such as endoscopes, the camera and light sources are co-located at a small distance from the target surfaces. Thus, we can exploit that, for any given albedo and surface orientation, pixel brightness is inversely proportional to the square of the distance to the surface, providing a strong single-view self-supervisory signal. In our experiments, our self-supervised models deliver accuracies comparable to those of fully supervised ones, while being applicable without depth ground-truth data

    Autolesiones no suicidas en adolescentes: revisión de los tratamientos psicológicos

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    Self-harm in teenagers has become more important in recent years, given its increased prevalence and the greater risk involved of making a suicidal attempt and developing a borderline personality disorder or a major depressive disorder. We aim to review the literature as to psychological treatments for non-suicidal self-injury (NSSI).  Studies assessing a psychotherapeutic intervention for self-harm have been included.  The results indicate that no treatment for self-harm has demonstrated enough evidence in adolescents. Mentalization based therapy (MBT-A) has shown efficacy in one study and the dialectical behavior therapy (DBT-A) has shown efficacy. However, the variety and heterogeneity of results make it difficult to draw more specific conclusions, such as regards the effective active components. Criteria and instruments in the field of the treatment of NSSI need to be standardized in order to improve the validity and clinical utility of results.Las autolesiones en adolescentes han adquirido mayor relevancia en los últimos años, por el aumento de prevalencia, el mayor riesgo de realizar una tentativa autolítica y de desarrollar un trastorno límite de la personalidad o un trastorno depresivo mayor.  Nuestro objetivo es revisar la bibliografía referente a tratamientos psicológicos para las autolesiones no suicidas (non-suicidal self-injury; NSSI).  Se incluyen estudios que evalúan una intervención psicoterapéutica para el tratamiento de las autolesiones.   Los resultados indican que ningún tratamiento para las autolesiones ha demostrado suficiente evidencia en adolescentes.  La terapia basada en mentalización (MBT-A) ha demostrado eficacia en un estudio y la terapia dialéctica-conductual (DBT-A) ha demostrado efectividad. La variedad y heterogeneidad de resultados dificulta extraer conclusiones más específicas, como cuáles son los componentes activos eficaces.  Valoramos la necesidad de estandarizar criterios e instrumentos en el campo del tratamiento de las autolesiones para mejorar la validez y utilidad de los resultados

    Differences between CAFs and their paired NCF from adjacent colonic mucosa reveal functional heterogeneity of CAFs, providing prognostic information

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    Little is known about the difference in gene expression between carcinoma-associated fibroblasts (CAFs) and paired normal colonic fibroblasts (NCFs) in colorectal cancer. Paired CAFs and NCFs were isolated from eight primary human colorectal carcinoma specimens. In culture conditions, soluble factors secreted by CAFs in the conditioned media increased clonogenicity and migration of epithelial cancer cells lines to a greater extent than did NCF. In vivo, CAFs were more competent as tumour growth enhancers than paired NCFs when co-inoculated with colorectal cell lines. Gene expression analysis of microarrays of CAF and paired NCF populations enabled us to identify 108 deregulated genes (38 upregulated and 70 downregulated genes). Most of those genes are fibroblast-specific. This has been validated in silico in dataset GSE39396 and by qPCR in selected genes. GSEA analysis revealed a differential transcriptomic profile of CAFs, mainly involving the Wnt signallingsignalling pathway, focal adhesion and cell cycle. Both deregulated genes and biological processes involved depicted a considerable degree of overlap with deregulated genes reported in breast, lung, oesophagus and prostate CAFs. These observations suggest that similar transcriptomic programs may be active in the transition from normal fibroblast in adjacent tissues to CAFs, independently of their anatomic demarcation. Additionally NCF already depicted an activated pattern associated with inflammation. The deregulated genes signature score seemed to correlate with CAF tumour promoter abilities in vitro, suggesting a high degree of heterogeneity between CAFs, and it has also prognostic value in two independent datasets. Further characterization of the roles these biomarkers play in cancer will reveal how CAFs provide cancer cells with a suitable microenvironment and may help in the development of new therapeutic targets for cancer treatment

    Electrochemical immunosensing of Growth arrest‐specific 6 in human plasma and tumor cell secretomes

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    Growth arrest-specific 6 (GAS6) protein plays a key role in processes related toproliferation,inflammation,angiogenesis,andatheroscleroticplaqueformation.In addition, it has been reported that plasma levels of GAS6 are related to cancerprognosis and other relevant pathologies, such as heart failure or sepsis. Wereport here the first electrochemical immunoplatform for the determination ofGAS6, which has demonstrated to be competitive with other available method-ologies in terms of cost, simplicity, and decentralized application. The developedimmunoplatform involves a sandwich immunoassay using magnetic microparti-cles (MBs) and uses amperometric detection at disposable screen-printed carbonelectrodes (SPCEs). The MBs were modified with an antibody specific to GAS6for its selective capture, which is further recognized by a biotinylated secondaryantibody subsequently labeled with a streptavidin-horseradish peroxidase(Strep-HRP) conjugate. The electrochemical detection was carried out using thehydroquinone (HQ)/H2O2system. The developed bioplatform exhibits a greatselectivity and low limit of detection (27 pg/mL) that allowed the determinationof the GAS6 circulating level in plasma samples from patients suffering heartfailure (HF) and diagnosed with pancreatic ductal adenocarcinoma (PDAC),as well as the determination of the target protein in raw secretomes of humancolorectal cancer cell lines.This work is part of the POSITION-II project funded by the ECSEL Joint Undertaking under grant number Ecsel-783132-Position-II-2017-IA; www.position-2.eu, and PCI2018-093067 (Spanish Ministerio de Ciencia e Innovación) to M.P. The financial support of PID2019-103899RB-I00 (Spanish Ministerio de Ciencia e Innovación) Research Project to S.C., PI17CIII/00045 and PI20CIII/00019 grants from the AES-ISCIII program to R.B. and the TRANSNANOAVANSENS-CM Program from the Comunidad de Madrid (Grant S2018/NMT-4349) to S.C., RTI2018-095672-B-I00 (Spanish Ministerio de Ciencia e Innovación) to P.G.F.; Fundació la Marató de TV3 project 081010 to M.B.; research project PI20/00625, from the AES-ISCIII/FEDER program, to P.N, are gratefully acknowledged. A. Montero-Calle acknowledges the support of the FPU predoctoral contracts by the Spanish Ministerio de Educación, Cultura y Deporte. G.S-F. is recipient of a predoctoral contract (grant number 1193818N) supported by The Flanders Research Foundation (FWO). C. Muñoz-San Martín acknowledges a predoctoral contract from Complutense University of Madrid. R.M. Torrente-Rodríguez acknowledges a Talento-Contract from Comunidad de Madrid (2019-T2/IND-15965).S

    Prognostic implications of comorbidity patterns in critically ill COVID-19 patients: A multicenter, observational study

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    Background The clinical heterogeneity of COVID-19 suggests the existence of different phenotypes with prognostic implications. We aimed to analyze comorbidity patterns in critically ill COVID-19 patients and assess their impact on in-hospital outcomes, response to treatment and sequelae. Methods Multicenter prospective/retrospective observational study in intensive care units of 55 Spanish hospitals. 5866 PCR-confirmed COVID-19 patients had comorbidities recorded at hospital admission; clinical and biological parameters, in-hospital procedures and complications throughout the stay; and, clinical complications, persistent symptoms and sequelae at 3 and 6 months. Findings Latent class analysis identified 3 phenotypes using training and test subcohorts: low-morbidity (n=3385; 58%), younger and with few comorbidities; high-morbidity (n=2074; 35%), with high comorbid burden; and renal-morbidity (n=407; 7%), with chronic kidney disease (CKD), high comorbidity burden and the worst oxygenation profile. Renal-morbidity and high-morbidity had more in-hospital complications and higher mortality risk than low-morbidity (adjusted HR (95% CI): 1.57 (1.34-1.84) and 1.16 (1.05-1.28), respectively). Corticosteroids, but not tocilizumab, were associated with lower mortality risk (HR (95% CI) 0.76 (0.63-0.93)), especially in renal-morbidity and high-morbidity. Renal-morbidity and high-morbidity showed the worst lung function throughout the follow-up, with renal-morbidity having the highest risk of infectious complications (6%), emergency visits (29%) or hospital readmissions (14%) at 6 months (p<0.01). Interpretation Comorbidity-based phenotypes were identified and associated with different expression of in-hospital complications, mortality, treatment response, and sequelae, with CKD playing a major role. This could help clinicians in day-to-day decision making including the management of post-discharge COVID-19 sequelae. Copyright (C) 2022 The Author(s). Published by Elsevier Ltd

    From demagnetizing to magnetizing interactions in CoFe-AgCu granular films

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    CoFe-AgCu granular films of compositions ranging from 0.17-0.44 ferromagnetic atomic concentration were prepared by rf sputtering. The microstructure and the transport and magnetic properties suggested that this family of samples can be classified into two groups with a crossover concentration at about 32 at. %. The experimental results for samples Co34Fe8Ag54Cu4 and Co18Fe8Ag70Cu4, which are representative of both different behaviors, are discussed. For the as-prepared sample with higher CoFe content, an uncompensated out-of-plane antiferromagneticlike microstructure with dominant demagnetizing interactions was observed. The particle growth through the annealing led to large in-plane ferromagneticlike clusters with dominant magnetizing interactions. The thermal dependence of the remanence-to-saturation ratio of the as-prepared and annealed samples indicated the existence of a high degree of magnetic correlations leading to a very low magnetoresistivity: In none of the cases was a Stoner¿Wohlfarth behavior observed. On the contrary, for the sample with lower CoFe content, the magnetoresistivity change was much higher, and the remanence followed the expected behavior, since magnetic correlations were strongly reduced through dilution

    ERCC1 and topoisomerase I expression in small cell lung cancer: Prognostic and predictive implications

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    Small cell lung cancer is the most aggressive lung cancer subtype. The standard treatment approach is based on cisplatin regimens. Although response rates to treatment are approximately 60-80%, the median survival is still very poor. Excision repair cross complementation group 1 (ERCC1) is an enzyme that removes cisplatin-induced DNA adducts and has been related with prognosis and cisplatin response. Topotecan is the standard treatment as second-line therapy and it is an inhibitor of topoisomerase I (TOP I). We selected 76 patients with small cell lung (SCLC) to analyze the ERCC1 and TOP I mRNA expression. ERCC1 was studied both by quantitative PCR and immunohistochemistry. A significant association was found between the inmunohistochemistry expression of ERCC1 and the lack of platinum response (p=0.001). Moreover, low levels of TOP I RNA were shown to be linked to cisplatin response (p=0.002). In the survival analysis, a significant correlation between a better PFS with a low TOP I RNA expression as well as a negative ERCC1 inmunostaining were found, in both cases with a significant p-value (p=0.02 and 0.009, respectively). In summary, our results suggest the use of ERCC1 immunohistochemistry and TOP I mRNA analysis to predict cisplatin response and prognosis in SCLC patient

    Canonical realization of ( 2

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