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1.
Plant Cell ; 33(5): 1657-1681, 2021 07 02.
Artículo en Inglés | MEDLINE | ID: mdl-33624803

RESUMEN

The insertion of organellar membrane proteins with the correct topology requires the following: First, the proteins must contain topogenic signals for translocation across and insertion into the membrane. Second, proteinaceous complexes in the cytoplasm, membrane, and lumen of organelles are required to drive this process. Many complexes required for the intracellular distribution of membrane proteins have been described, but the signals and components required for the insertion of plastidic ß-barrel-type proteins into the outer membrane are largely unknown. The discovery of common principles is difficult, as only a few plastidic ß-barrel proteins exist. Here, we provide evidence that the plastidic outer envelope ß-barrel proteins OEP21, OEP24, and OEP37 from pea (Pisum sativum) and Arabidopsis thaliana contain information defining the topology of the protein. The information required for the translocation of pea proteins across the outer envelope membrane is present within the six N-terminal ß-strands. This process requires the action of translocon of the outer chloroplast (TOC) membrane. After translocation into the intermembrane space, ß-barrel proteins interact with TOC75-V, as exemplified by OEP37 and P39, and are integrated into the membrane. The membrane insertion of plastidic ß-barrel proteins is affected by mutation of the last ß-strand, suggesting that this strand contributes to the insertion signal. These findings shed light on the elements and complexes involved in plastidic ß-barrel protein import.


Asunto(s)
Proteínas de Arabidopsis/metabolismo , Arabidopsis/metabolismo , Proteínas de la Membrana/metabolismo , Plastidios/metabolismo , Precursores de Proteínas/metabolismo , Secuencia de Aminoácidos , Citosol/metabolismo , Membranas Intracelulares/metabolismo , Modelos Biológicos , Dominios Proteicos , Estructura Secundaria de Proteína , Transporte de Proteínas
2.
BMC Bioinformatics ; 24(1): 1, 2023 Jan 03.
Artículo en Inglés | MEDLINE | ID: mdl-36597019

RESUMEN

BACKGROUND: Prostate cancer is a major health concern in aging men. Paralleling an aging society, prostate cancer prevalence increases emphasizing the need for efficient diagnostic algorithms. METHODS: Retrospectively, 106 prostate tissue samples from 48 patients (mean age, [Formula: see text] years) were included in the study. Patients suffered from prostate cancer (n = 38) or benign prostatic hyperplasia (n = 10) and were treated with radical prostatectomy or Holmium laser enucleation of the prostate, respectively. We constructed tissue microarrays (TMAs) comprising representative malignant (n = 38) and benign (n = 68) tissue cores. TMAs were processed to histological slides, stained, digitized and assessed for the applicability of machine learning strategies and open-source tools in diagnosis of prostate cancer. We applied the software QuPath to extract features for shape, stain intensity, and texture of TMA cores for three stainings, H&E, ERG, and PIN-4. Three machine learning algorithms, neural network (NN), support vector machines (SVM), and random forest (RF), were trained and cross-validated with 100 Monte Carlo random splits into 70% training set and 30% test set. We determined AUC values for single color channels, with and without optimization of hyperparameters by exhaustive grid search. We applied recursive feature elimination to feature sets of multiple color transforms. RESULTS: Mean AUC was above 0.80. PIN-4 stainings yielded higher AUC than H&E and ERG. For PIN-4 with the color transform saturation, NN, RF, and SVM revealed AUC of [Formula: see text], [Formula: see text], and [Formula: see text], respectively. Optimization of hyperparameters improved the AUC only slightly by 0.01. For H&E, feature selection resulted in no increase of AUC but to an increase of 0.02-0.06 for ERG and PIN-4. CONCLUSIONS: Automated pipelines may be able to discriminate with high accuracy between malignant and benign tissue. We found PIN-4 staining best suited for classification. Further bioinformatic analysis of larger data sets would be crucial to evaluate the reliability of automated classification methods for clinical practice and to evaluate potential discrimination of aggressiveness of cancer to pave the way to automatic precision medicine.


Asunto(s)
Próstata , Neoplasias de la Próstata , Masculino , Humanos , Estudios Retrospectivos , Reproducibilidad de los Resultados , Neoplasias de la Próstata/patología , Algoritmos
3.
J Pathol ; 257(2): 218-226, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35119111

RESUMEN

In gastric cancer (GC), there are four molecular subclasses that indicate whether patients respond to chemotherapy or immunotherapy, according to the TCGA. In clinical practice, however, not every patient undergoes molecular testing. Many laboratories have used well-implemented in situ techniques (IHC and EBER-ISH) to determine the subclasses in their cohorts. Although multiple stains are used, we show that a staining approach is unable to correctly discriminate all subclasses. As an alternative, we trained an ensemble convolutional neuronal network using bagging that can predict the molecular subclass directly from hematoxylin-eosin histology. We also identified patients with predicted intra-tumoral heterogeneity or with features from multiple subclasses, which challenges the postulated TCGA-based decision tree for GC subtyping. In the future, deep learning may enable targeted testing for molecular subtypes and targeted therapy for a broader group of GC patients. © 2022 The Authors. The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.


Asunto(s)
Adenocarcinoma , Aprendizaje Profundo , Neoplasias Gástricas , Adenocarcinoma/genética , Eosina Amarillenta-(YS) , Hematoxilina , Humanos , Inmunohistoquímica , Coloración y Etiquetado , Neoplasias Gástricas/genética , Neoplasias Gástricas/patología
4.
J Cell Mol Med ; 26(12): 3495-3505, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35586951

RESUMEN

Classic Hodgkin lymphoma (cHL) is usually characterized by a low tumour cell content, derived from crippled germinal centre B cells. Rare cases have been described in which the tumour cells show clonal T-cell receptor rearrangements. From a clinicopathological perspective, it is unclear if these cases should be classified as cHL or anaplastic large T-cell lymphoma (ALCL). Since we recently observed differences in the motility of ALCL and cHL tumour cells, here, we aimed to obtain a better understanding of T-cell-derived cHL by investigating their global proteomic profiles and their motility. In a proteomics analysis, when only motility-associated proteins were regarded, T-cell-derived cHL cell lines showed the highest similarity to ALK- ALCL cell lines. In contrast, T-cell-derived cHL cell lines presented a very low overall motility, similar to that observed in conventional cHL. Whereas all ALCL cell lines, as well as T-cell-derived cHL, predominantly presented an amoeboid migration pattern with uropod at the rear, conventional cHL never presented with uropods. The migration of ALCL cell lines was strongly impaired upon application of different inhibitors. This effect was less pronounced in cHL cell lines and almost invisible in T-cell-derived cHL. In summary, our cell line-derived data suggest that based on proteomics and migration behaviour, T-cell-derived cHL is a neoplasm that shares features with both cHL and ALCL and is not an ALCL with low tumour cell content. Complementary clinical studies on this lymphoma are warranted.


Asunto(s)
Enfermedad de Hodgkin , Linfoma Anaplásico de Células Grandes , Enfermedad de Hodgkin/genética , Enfermedad de Hodgkin/metabolismo , Enfermedad de Hodgkin/patología , Humanos , Linfoma Anaplásico de Células Grandes/metabolismo , Linfoma Anaplásico de Células Grandes/patología , Proteómica , Linfocitos T/metabolismo
5.
J Immunol ; 205(5): 1248-1255, 2020 09 01.
Artículo en Inglés | MEDLINE | ID: mdl-32699157

RESUMEN

T follicular helper (Tfh) cells play a very important role in mounting a humoral response. Studies conducted in mouse models have revealed with good kinetic and spatial resolution the dynamics of these cells in germinal centers (GC) and their cross-talk with B cells upon an immune response. However, whether a similar migratory behavior is performed by human Tfh cells is unclear, as technology to track them in situ has been lacking. In this study, we combined traditional immunohistochemistry and real-time fluorescent imaging approaches on fresh human adenoid slices to provide static and dynamic information on Tfh cells. Our data indicate that GC light zones are composed of two distinct areas in terms of Tfh cell distribution and migration. In the outer GC light zones, Tfh cells migrate actively and with a high ability to form dynamic clusters showing intense and rapid reorganization. In these outer regions, Tfh cells demonstrate multiple interactions between each other. Conversely, in central regions of GC light zones, Tfh cells are much more static, forming long-lasting conjugates. These findings reveal for the first time, to our knowledge, the dynamic behavior whereby Tfh cells migrate in human GC and highlight the heterogeneity of GC for Tfh cell motility.


Asunto(s)
Centro Germinal/inmunología , Células T Auxiliares Foliculares/inmunología , Tonsila Faríngea/inmunología , Linfocitos B/inmunología , Movimiento Celular/inmunología , Humanos
6.
Traffic ; 16(12): 1254-69, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26381927

RESUMEN

Apicomplexa are unicellular parasites causing important human and animal diseases, including malaria and toxoplasmosis. Most of these pathogens possess a relict but essential plastid, the apicoplast. The apicoplast was acquired by secondary endosymbiosis between a red alga and a flagellated eukaryotic protist. As a result the apicoplast is surrounded by four membranes. This complex structure necessitates a system of transport signals and translocons allowing nuclear encoded proteins to find their way to specific apicoplast sub-compartments. Previous studies identified translocons traversing two of the four apicoplast membranes. Here we provide functional support for the role of an apicomplexan Toc75 homolog in apicoplast protein transport. We identify two apicomplexan genes encoding Toc75 and Sam50, both members of the Omp85 protein family. We localize the respective proteins to the apicoplast and the mitochondrion of Toxoplasma and Plasmodium. We show that the Toxoplasma Toc75 is essential for parasite growth and that its depletion results in a rapid defect in the import of apicoplast stromal proteins while the import of proteins of the outer compartments is affected only as the secondary consequence of organelle loss. These observations along with the homology to Toc75 suggest a potential role in transport through the second innermost membrane.


Asunto(s)
Apicoplastos/metabolismo , Membranas Intracelulares/metabolismo , Proteínas de la Membrana/metabolismo , Proteínas Protozoarias/metabolismo , Toxoplasma/metabolismo , Apicomplexa/genética , Apicomplexa/metabolismo , Apicoplastos/genética , Eritrocitos/parasitología , Fibroblastos/parasitología , Proteínas Fluorescentes Verdes , Humanos , Proteínas de la Membrana/genética , Microscopía Fluorescente , Mitocondrias/metabolismo , Mutagénesis Sitio-Dirigida , Fenilalanina/genética , Filogenia , Transporte de Proteínas , Proteínas Protozoarias/genética , Toxoplasma/genética
7.
Proteins ; 85(8): 1391-1401, 2017 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-25401771

RESUMEN

Proteins of the Omp85 family chaperone the membrane insertion of ß-barrel-shaped outer membrane proteins in bacteria, mitochondria, and probably chloroplasts and facilitate the transfer of nuclear-encoded cytosolically synthesized preproteins across the outer envelope of chloroplasts. This protein family is characterized by N-terminal polypeptide transport-associated (POTRA) domains and a C-terminal membrane-embedded ß-barrel. We have investigated a recently identified Omp85 family member of Arabidopsis thaliana annotated as P39. We show by in vitro and in vivo experiments that P39 is localized in chloroplasts. The electrophysiological properties of P39 are consistent with those of other Omp85 family members confirming the sequence based assignment of P39 to this family. Bioinformatic analysis showed that P39 lacks any POTRA domain, while a complete 16 stranded ß-barrel including the highly conserved L6 loop is proposed. The electrophysiological properties are most comparable to Toc75-V, which is consistent with the phylogenetic clustering of P39 in the Toc75-V rather than the Toc75-III branch of the Omp85 family tree. Taken together P39 forms a pore with Omp85 family protein characteristics. The bioinformatic comparison of the pore region of Toc75-III, Toc75-V, and P39 shows distinctions of the barrel region most likely related to function. Proteins 2017; 85:1391-1401. © 2014 Wiley Periodicals, Inc.


Asunto(s)
Proteínas de Arabidopsis/química , Arabidopsis/química , Cloroplastos/química , Membranas Intracelulares/química , Potenciales de la Membrana/fisiología , Proteínas de la Membrana/química , Secuencia de Aminoácidos , Arabidopsis/genética , Arabidopsis/metabolismo , Proteínas de Arabidopsis/genética , Proteínas de Arabidopsis/metabolismo , Cloroplastos/genética , Cloroplastos/metabolismo , Clonación Molecular , Biología Computacional , Escherichia coli/genética , Escherichia coli/metabolismo , Expresión Génica , Membranas Intracelulares/metabolismo , Proteínas de la Membrana/genética , Proteínas de la Membrana/metabolismo , Modelos Moleculares , Tallos de la Planta/química , Tallos de la Planta/genética , Tallos de la Planta/metabolismo , Conformación Proteica en Lámina beta , Dominios y Motivos de Interacción de Proteínas , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Alineación de Secuencia , Homología de Secuencia de Aminoácido
8.
Plant Cell Environ ; 40(8): 1643-1657, 2017 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-28433003

RESUMEN

Glycerolipid synthesis in plants is coordinated between plastids and the endoplasmic reticulum (ER). A central step within the glycerolipid synthesis is the transport of phosphatidic acid from ER to chloroplasts. The chloroplast outer envelope protein TGD4 belongs to the LptD family conserved in bacteria and plants and selectively binds and may transport phosphatidic acid. We describe a second LptD-family protein in A. thaliana (atLPTD1; At2g44640) characterized by a barrel domain with an amino-acid signature typical for cyanobacterial LptDs. It forms a cation selective channel in vitro with a diameter of about 9 Å. atLPTD1 levels are induced under phosphate starvation. Plants expressing an RNAi construct against atLPTD1 show a growth phenotype under normal conditions. Expressing the RNAi against atLPTD1 in the tgd4-1 background renders the plants more sensitive to light stress or phosphate limitation than the individual mutants. Moreover, lipid analysis revealed that digalactosyldiacylglycerol and sulfoquinovosyldiacylglycerol levels remain constant in the RNAi mutants under phosphate starvation, while these two lipids are enhanced in wild-type. Based on our results, we propose a function of atLPTD1 in the transport of lipids from ER to chloroplast under phosphate starvation, which is combinatory with the function of TGD4.


Asunto(s)
Proteínas de Arabidopsis/metabolismo , Arabidopsis/metabolismo , Glucolípidos/metabolismo , Membranas Intracelulares/metabolismo , Proteínas de la Membrana/metabolismo , Fosfatos/deficiencia , Plastidios/metabolismo , Adaptación Fisiológica , Secuencia de Aminoácidos , Arabidopsis/genética , Proteínas de Arabidopsis/química , Proteínas de Arabidopsis/genética , Cianobacterias/metabolismo , Evolución Molecular , Regulación de la Expresión Génica de las Plantas , Técnicas de Silenciamiento del Gen , Proteínas de la Membrana/química , Proteínas de la Membrana/genética , Mutación/genética , Dominios Proteicos , Transporte de Proteínas , Interferencia de ARN
9.
Biochim Biophys Acta ; 1833(12): 3314-3325, 2013 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-24135058

RESUMEN

Mitochondrial ß-barrel proteins fulfill central functions in the outer membrane like metabolite exchange catalyzed by the voltage-dependent anion channel (VDAC) and protein biogenesis by the central components of the preprotein translocase of the outer membrane (Tom40) or of the sorting and assembly machinery (Sam50). The mitochondrial division and morphology protein Mdm10 is another essential outer membrane protein with proposed ß-barrel fold, which has so far only been found in Fungi. Mdm10 is part of the endoplasmic reticulum mitochondria encounter structure (ERMES), which tethers the ER to mitochondria and associates with the SAM complex. In here, we provide evidence that Mdm10 phylogenetically belongs to the VDAC/Tom40 superfamily. Contrary to Tom40 and VDAC, Mdm10 exposes long loops towards both sides of the membrane. Analyses of single loop deletion mutants of Mdm10 in the yeast Saccharomyces cerevisiae reveal that the loops are dispensable for Mdm10 function. Sequences similar to fungal Mdm10 can be found in species from Excavates to Fungi, but neither in Metazoa nor in plants. Strikingly, the presence of Mdm10 coincides with the appearance of the other ERMES components. Mdm10's presence in both unikonts and bikonts indicates an introduction at an early time point in eukaryotic evolution.


Asunto(s)
Evolución Molecular , Proteínas de la Membrana/metabolismo , Complejos Multiproteicos/metabolismo , Porinas/metabolismo , Proteínas de Saccharomyces cerevisiae/metabolismo , Saccharomyces cerevisiae/metabolismo , Secuencia de Aminoácidos , Secuencia de Consenso , Citosol/metabolismo , Proteínas de la Membrana/química , Mitocondrias/metabolismo , Membranas Mitocondriales/metabolismo , Modelos Moleculares , Datos de Secuencia Molecular , Filogenia , Porinas/química , Estructura Secundaria de Proteína , Proteínas de Saccharomyces cerevisiae/química , Alineación de Secuencia , Eliminación de Secuencia , Homología Estructural de Proteína , Canales Aniónicos Dependientes del Voltaje/química , Canales Aniónicos Dependientes del Voltaje/metabolismo
10.
Biochem J ; 453(3): 401-12, 2013 Aug 01.
Artículo en Inglés | MEDLINE | ID: mdl-23713568

RESUMEN

tRNA-NTs (tRNA nucleotidyltransferases) are required for the maturation or repair of tRNAs by ensuring that they have an intact cytidine-cytidine-adenosine sequence at their 3'-termini. Therefore this enzymatic activity is found in all cellular compartments, namely the nucleus, cytoplasm, plastids and mitochondria, in which tRNA synthesis or translation occurs. A single gene codes for tRNA-NT in plants, suggesting a complex targeting mechanism. Consistent with this, distinct signals have been proposed for plastidic, mitochondrial and nuclear targeting. Our previous research has shown that in addition to N-terminal targeting information, the mature domain of the protein itself modifies targeting to mitochondria and plastids. This suggests the existence of an as yet unknown determinate for the distribution of dual-targeted proteins between these two organelles. In the present study, we explore the enzymatic and physicochemical properties of tRNA-NT variants to correlate the properties of the enzyme with the intracellular distribution of the protein. We show that alteration of tRNA-NT stability influences its intracellular distribution due to variations in organelle import capacities. Hence the fate of the protein is determined not only by the transit peptide sequence, but also by the physicochemical properties of the mature protein.


Asunto(s)
Orgánulos/enzimología , Orgánulos/metabolismo , ARN Nucleotidiltransferasas/química , ARN Nucleotidiltransferasas/metabolismo , Arabidopsis/enzimología , Arabidopsis/metabolismo , Dicroismo Circular , Biología Computacional
11.
Int J Mol Sci ; 15(8): 14247-68, 2014 Aug 15.
Artículo en Inglés | MEDLINE | ID: mdl-25196522

RESUMEN

The hydrophobic thickness of membranes, which is manly defined by fatty acids, influences the packing of transmembrane domains of proteins and thus can modulate the activity of these proteins. We analyzed the dynamics of the dimerization of Glycophorin A (GpA) by molecular dynamics simulations to describe the fatty acid dependence of the transmembrane region assembly. GpA represents a well-established model for dimerization of single transmembrane helices containing a GxxxG motif in vitro and in silico. We performed simulations of the dynamics of the NMR-derived dimer as well as self-assembly simulations of monomers in membranes composed of different fatty acid chains and monitored the formed interfaces and their transitions. The observed dimeric interfaces, which also include the one known from NMR, are highly dynamic and converted into each other. The frequency of interface formation and the preferred transitions between interfaces similar to the interface observed by NMR analysis strongly depend on the fatty acid used to build the membrane. Molecular dynamic simulations after adaptation of the helix topology parameters to better represent NMR derived structures of single transmembrane helices yielded an enhanced occurrence of the interface determined by NMR in molecular dynamics simulations. Taken together we give insights into the influence of fatty acids and helix conformation on the dynamics of the transmembrane domain of GpA.


Asunto(s)
Ácidos Grasos/química , Glicoforinas/química , Simulación de Dinámica Molecular , Humanos , Espectroscopía de Resonancia Magnética , Multimerización de Proteína
12.
Pathologie (Heidelb) ; 45(2): 106-114, 2024 Mar.
Artículo en Alemán | MEDLINE | ID: mdl-38285173

RESUMEN

BACKGROUND: Of all urothelial carcinomas (UCs), 25% are muscle invasive and associated with a 5-year overall survival rate of 50%. Findings regarding the molecular classification of muscle-invasive urothelial carcinomas (MIUCs) have not yet found their way into clinical practice. OBJECTIVES: Prediction of molecular consensus subtypes in MIUCs with artificial intelligence (AI) based on histologic hematoxylin-eosin (HE) sections. METHODS: Pathologic review and annotation of The Cancer Genome Atlas (TCGA) Bladder Cancer (BLCA) Cohort (N = 412) and the Dr. Senckenberg Institute of Pathology (SIP) BLCA Cohort (N = 181). An AI model for the prediction of molecular subtypes based on annotated histomorphology was trained. RESULTS: For a five-fold cross-validation with TCGA cases (N = 274), an internal TCGA test set (N = 18) and an external SIP test set (N = 27), we reached mean area under the receiver operating characteristic curve (AUROC) scores of 0.73, 0.8 and 0.75 for the classification of the used molecular subtypes "luminal", "basal/squamous" and "stroma-rich". By training on correlations to individual molecular subtypes, rather than training on one subtype assignment per case, the AI prediction of subtypes could be significantly improved. DISCUSSION: Follow-up studies with RNA extraction from various areas of AI-predicted molecular heterogeneity may improve molecular classifications and thereby AI algorithms trained on these classifications.


Asunto(s)
Carcinoma de Células Transicionales , Neoplasias de la Vejiga Urinaria , Humanos , Neoplasias de la Vejiga Urinaria/genética , Carcinoma de Células Transicionales/genética , Vejiga Urinaria/patología , Inteligencia Artificial , Biomarcadores de Tumor/genética , Fenotipo , Genotipo
13.
Pathologie (Heidelb) ; 45(2): 124-132, 2024 Mar.
Artículo en Alemán | MEDLINE | ID: mdl-38372762

RESUMEN

OBJECTIVE: Artificial intelligence (AI) holds the potential to make significant advancements in pathology. However, its actual implementation and certification for practical use are currently limited, often due to challenges related to model transferability. In this context, we investigate the factors influencing transferability and present methods aimed at enhancing the utilization of AI algorithms in pathology. MATERIALS AND METHODS: Various convolutional neural networks (CNNs) and vision transformers (ViTs) were trained using datasets from two institutions, along with the publicly available TCGA-MIBC dataset. These networks conducted predictions in urothelial tissue and intrahepatic cholangiocarcinoma (iCCA). The objective was to illustrate the impact of stain normalization, the influence of various artifacts during both training and testing, as well as the effects of the NoisyEnsemble method. RESULTS: We were able to demonstrate that stain normalization of slides from different institutions has a significant positive effect on the inter-institutional transferability of CNNs and ViTs (respectively +13% and +10%). In addition, ViTs usually achieve a higher accuracy in the external test (here +1.5%). Similarly, we showcased how artifacts in test data can negatively affect CNN predictions and how incorporating these artifacts during training leads to improvements. Lastly, NoisyEnsembles of CNNs (better than ViTs) were shown to enhance transferability across different tissues and research questions (+7% Bladder, +15% iCCA). DISCUSSION: It is crucial to be aware of the transferability challenge: achieving good performance during development does not necessarily translate to good performance in real-world applications. The inclusion of existing methods to enhance transferability, such as stain normalization and NoisyEnsemble, and their ongoing refinement, is of importance.


Asunto(s)
Inteligencia Artificial , Redes Neurales de la Computación , Algoritmos , Artefactos
14.
Pathologie (Heidelb) ; 45(2): 115-123, 2024 Mar.
Artículo en Alemán | MEDLINE | ID: mdl-38381370

RESUMEN

BACKGROUND: Metabolic dysfunction-associated steatotic liver disease (MASLD), or non-alcoholic fatty liver disease (NAFLD), is a common disease that is diagnosed through manual evaluation of liver biopsies, an assessment that is subject to high interobserver variability (IBV). IBV can be reduced using automated methods. OBJECTIVES: Many existing computer-based methods do not accurately reflect what pathologists evaluate in practice. The goal is to demonstrate how these differences impact the prediction of hepatic steatosis. Additionally, IBV complicates algorithm validation. MATERIALS AND METHODS: Forty tissue sections were analyzed to detect steatosis, nuclei, and fibrosis. Data generated from automated image processing were used to predict steatosis grades. To investigate IBV, 18 liver biopsies were evaluated by multiple observers. RESULTS: Area-based approaches yielded more strongly correlated results than nucleus-based methods (⌀ Spearman rho [ρ] = 0.92 vs. 0.79). The inclusion of information regarding tissue composition reduced the average absolute error for both area- and nucleus-based predictions by 0.5% and 2.2%, respectively. Our final area-based algorithm, incorporating tissue structure information, achieved a high accuracy (80%) and strong correlation (⌀ Spearman ρ = 0.94) with manual evaluation. CONCLUSION: The automatic and deterministic evaluation of steatosis can be improved by integrating information about tissue composition and can serve to reduce the influence of IBV.


Asunto(s)
Enfermedad del Hígado Graso no Alcohólico , Humanos , Enfermedad del Hígado Graso no Alcohólico/diagnóstico , Biopsia , Fibrosis , Automatización
15.
Pathologie (Heidelb) ; 45(3): 211-217, 2024 May.
Artículo en Alemán | MEDLINE | ID: mdl-38446176

RESUMEN

BACKGROUND: Fluorescence-based confocal microscopy (FCM) can be used to create virtual H&E sections in real time. So far, FCM has been used in dermato-, uro-, and gynecopathology. FCM allows the creation of a completely digitized frozen section, which could potentially replace conventional frozen sections in the future. OBJECTIVE: The aim of the current work is to implement FCM technology as a component of fully digitized processes in the pathological workflow. For this purpose, the current use of FCM in liver transplant pathology will be extended to other disciplines such as urology and otorhinolaryngology. MATERIALS AND METHODS: The FCM technique continues to be used prospectively on native tissue samples from potential donor livers. Conventional frozen sections are used comparatively to virtual FCM scans. RESULTS: The data show a nearly perfect agreement for the detection of cholangitis, fibrosis, and malignancy, and a high level of agreement for, e.g., macrovesicular steatosis, inflammation, steatohepatitis, and necrosis between virtual FCM scans and conventional routine diagnostic frozen sections. CONCLUSION: Since the availability of time- and cost-intensive frozen section diagnostics in the context of transplant pathology in continuous operation (24/7) is now only established at very few university centers in Germany due to an increasing shortage of specialists, the use of FCM could be an important building block in the current process leading towards a fully digitized pathology workflow and should thus be extended to various disciplines.


Asunto(s)
Microscopía Confocal , Microscopía Confocal/métodos , Humanos , Trasplante de Hígado , Secciones por Congelación/métodos , Microscopía Fluorescente/métodos , Hígado/patología , Hígado/diagnóstico por imagen
16.
J Biol Chem ; 287(29): 24164-73, 2012 Jul 13.
Artículo en Inglés | MEDLINE | ID: mdl-22593581

RESUMEN

Mitochondria and chloroplasts are of endosymbiotic origin. Their integration into cells entailed the development of protein translocons, partially by recycling bacterial proteins. We demonstrate the evolutionary conservation of the translocon component Tic22 between cyanobacteria and chloroplasts. Tic22 in Anabaena sp. PCC 7120 is essential. The protein is localized in the thylakoids and in the periplasm and can be functionally replaced by a plant orthologue. Tic22 physically interacts with the outer envelope biogenesis factor Omp85 in vitro and in vivo, the latter exemplified by immunoprecipitation after chemical cross-linking. The physical interaction together with the phenotype of a tic22 mutant comparable with the one of the omp85 mutant indicates a concerted function of both proteins. The three-dimensional structure allows the definition of conserved hydrophobic pockets comparable with those of ClpS or BamB. The results presented suggest a function of Tic22 in outer membrane biogenesis.


Asunto(s)
Proteínas Bacterianas/metabolismo , Cianobacterias/metabolismo , Proteínas de Transporte de Membrana/metabolismo , Plantas/metabolismo , Anabaena/metabolismo , Cianobacterias/ultraestructura , Microscopía Electrónica , Chaperonas Moleculares/metabolismo , Periplasma/metabolismo , Transporte de Proteínas/fisiología , Tilacoides/metabolismo
17.
Comput Struct Biotechnol J ; 21: 5829-5838, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-38089932

RESUMEN

For medicine to fulfill its promise of personalized treatments based on a better understanding of disease biology, computational and statistical tools must exist to analyze the increasing amount of patient data that becomes available. A particular challenge is that several types of data are being measured to cope with the complexity of the underlying systems, enhance predictive modeling and enrich molecular understanding. Here we review a number of recent approaches that specialize in the analysis of multimodal data in the context of predictive biomedicine. We focus on methods that combine different OMIC measurements with image or genome variation data. Our overview shows the diversity of methods that address analysis challenges and reveals new avenues for novel developments.

18.
Cancers (Basel) ; 15(12)2023 Jun 17.
Artículo en Inglés | MEDLINE | ID: mdl-37370838

RESUMEN

Nodal T-follicular helper cell lymphoma, angioimmunoblastic-type (AITL), is characterized by constitutional symptoms, advanced-stage disease, and generalized lymphadenopathy. A genetic hallmark of this lymphoma is the frequent occurrence of the RHOA mutation G17V in neoplastic cells, which is observed in around 60% of patients. Because RHOA is involved in both T-cell receptor downstream signalling and cell migration, we hypothesized that the characteristic presentation of AITL could be the result of enhanced tumor cell migration. Therefore, this study aimed to elucidate the impact of the RHOA variant G17V on the migration of neoplastic T cells. We transfected the T-cell lymphoma cell lines HH and HuT78 to stably express the RHOA-G17V variant. RHOA-G17V-expressing T cells did not exhibit enhanced motility compared to empty-vector-transfected cells in microchannels, a 3D collagen gel, or primary human lymphatic tissue. Cells of the HH cell line expressing RHOA-G17V had an increased number of cells with cleaved collagen compared with the empty-vector-transfected cells. Therefore, we hypothesized that the early spread of AITL tumor cells may be related to remodelling of the extracellular matrix. Accordingly, we observed a significant negative correlation between the relative area of collagen in histological sections from 18 primary AITL and the allele frequency of the RHOA-G17V mutation. In conclusion, our results suggest that the characteristic presentation of AITL with early, widespread dissemination of lymphoma cells is not the result of an enhanced migration capacity due to the RHOA-G17V mutation; instead, this feature may rather be related to extracellular matrix remodelling.

19.
Sci Rep ; 13(1): 533, 2023 01 11.
Artículo en Inglés | MEDLINE | ID: mdl-36631548

RESUMEN

We aimed to identify hepatocellular carcinoma (HCC) patients who will respond to repetitive transarterial chemoembolization (TACE) to improve the treatment algorithm. Retrospectively, 61 patients (mean age, 65.3 years ± 10.0 [SD]; 49 men) with 94 HCC mRECIST target-lesions who had three consecutive TACE between 01/2012 and 01/2020 were included. Robust and non-redundant radiomics features were extracted from the 24 h post-embolization CT. Five different clinical TACE-scores were assessed. Seven different feature selection methods and machine learning models were used. Radiomics, clinical and combined models were built to predict response to TACE on a lesion-wise and patient-wise level as well as its impact on overall-survival prognostication. 29 target-lesions of 19 patients were evaluated in the test set. Response rates were 37.9% (11/29) on the lesion-level and 42.1% (8/19) on the patient-level. Radiomics top lesion-wise response prognostications was AUC 0.55-0.67. Clinical scores revealed top AUCs of 0.65-0.69. The best working model combined the radiomic feature LargeDependenceHighGrayLevelEmphasis and the clinical score mHAP_II_score_group with AUC = 0.70, accuracy = 0.72. We transferred this model on a patient-level to achieve AUC = 0.62, CI = 0.41-0.83. The two radiomics-clinical features revealed overall-survival prognostication of C-index = 0.67. In conclusion, a random forest model using the radiomic feature LargeDependenceHighGrayLevelEmphasis and the clinical mHAP-II-score-group seems promising for TACE response prognostication.


Asunto(s)
Carcinoma Hepatocelular , Quimioembolización Terapéutica , Neoplasias Hepáticas , Masculino , Humanos , Anciano , Carcinoma Hepatocelular/terapia , Carcinoma Hepatocelular/tratamiento farmacológico , Neoplasias Hepáticas/terapia , Neoplasias Hepáticas/tratamiento farmacológico , Estudios Retrospectivos , Quimioembolización Terapéutica/métodos , Factores de Riesgo , Tomografía Computarizada por Rayos X/métodos
20.
Biochim Biophys Acta ; 1807(12): 1647-57, 2011 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-21888892

RESUMEN

Most mitochondrial proteins are imported into mitochondria from the cytosolic compartment. Proteins destined for the outer or inner membrane, the inter-membrane space, or the matrix are recognized and translocated by the TOM machinery containing the specialized protein import channel Tom40. The latter is a protein with ß-barrel shape, which is suggested to have evolved from a porin-type protein. To obtain structural insights in the absence of a crystal structure the membrane topology of Tom40 from Neurospora crassa was determined by limited proteolysis combined with mass spectrometry. The results were interpreted on the basis of a structural model that has been generated for NcTom40 by using the structure of mouse VDAC-1 as a template and amino acid sequence information of approximately 270 different Tom40 and approximately 480 VDAC amino acid sequences for refinement. The model largely explains the observed accessible cleavage sites and serves as a structural basis for the investigation of physicochemical properties of the ensemble of our Tom40 sequence data set. By this means we discovered two conserved polar slides in the pore interior. One is possibly involved in the positioning of a pore-inserted helix; the other one might be important for mitochondrial pre-sequence peptide binding as it is only present in Tom40 but not in VDAC proteins. The outer surface of the Tom40 barrel reveals two conserved amino acid clusters. They may be involved in binding other components of the TOM complex or bridging components of the TIM machinery of the mitochondrial inner membrane.


Asunto(s)
Biología Computacional/métodos , Proteínas Fúngicas/química , Espectrometría de Masas/métodos , Mitocondrias/metabolismo , Proteínas de Transporte de Membrana Mitocondrial/química , Estructura Secundaria de Proteína , Estructura Terciaria de Proteína , Secuencia de Aminoácidos , Animales , Proteínas Fúngicas/clasificación , Proteínas Fúngicas/genética , Proteínas Fúngicas/metabolismo , Ratones , Proteínas de Transporte de Membrana Mitocondrial/clasificación , Proteínas de Transporte de Membrana Mitocondrial/genética , Proteínas de Transporte de Membrana Mitocondrial/metabolismo , Modelos Moleculares , Datos de Secuencia Molecular , Neurospora crassa/química , Neurospora crassa/citología , Filogenia , Canal Aniónico 1 Dependiente del Voltaje/química , Canal Aniónico 1 Dependiente del Voltaje/genética
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