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1.
Hepatology ; 2024 Sep 25.
Article in English | MEDLINE | ID: mdl-39325984

ABSTRACT

BACKGROUND AND AIMS: Alcohol-associated hepatitis (AH) is associated with very high mortality despite abstinence from alcohol; up to 40% of patients die within 6 months of diagnosis. Patients with AH are especially prone to infections, which can lead to multiorgan dysfunction and poorer prognosis. APPROACH AND RESULTS: We performed comprehensive serological profiling of the viral and bacterial infection history of 36 healthy controls, 48 patients with alcohol use disorder, and 224 patients with AH from 2 multicenter observational studies. We used systematic viral and bacterial epitope scanning by VirScan, a phage-display immunoprecipitation and sequencing technology that detects the peptides recognized by antibodies in patient sera, to comprehensively analyze antiviral and antibacterial antibodies and identify serologic biomarkers to predict patient outcomes. We found significant differences in the serological profiles of the 3 populations. The number of serum antibody epitopes in patients with alcohol use disorder during abstinence was increased compared with during active alcohol use. A decreased number and diversity of viral and bacterial antibody targets were detected in the sera of patients with AH, particularly those with a higher Child-Pugh score. In patients with AH, a decrease in the serum antiviral, but not antibacterial, antibody repertoire was associated with decompensation and mortality. Ninety-day mortality in AH could be predicted using a serum viral epitope signature. CONCLUSIONS: Abstinence from alcohol is associated with a significant increase in serum viral and bacterial antibody response. Decreased serum antiviral antibody repertoire is predictive of decompensation of liver disease and mortality in patients with AH.

2.
Dig Liver Dis ; 2024 Sep 24.
Article in English | MEDLINE | ID: mdl-39322449

ABSTRACT

BACKGROUND & AIMS: Wilson disease (WD) is a copper metabolism disorder caused by mutations in ATP7B gene, with significant clinical variability. Several studies have analyzed the prevalence and penetrance of mutations. We evaluated both characteristics for our more frequent mutations. METHODS: Evaluation of 260 patients from the National Registry: clinical, analytical and genetic data. Estimation of homozygotes and total cases according to Hardy-Weinberg equilibrium and comparison with Registry records. RESULTS: The estimated number of homozygotes were higher than registered: p.Met645Arg (1949/6), p.His1069Gln (20/8), p.Leu708Pro (63/24) and p.Gly869Arg (147/0). p.Met645Arg homozygotes presented less cirrhosis at diagnosis, extrahepatic disease and Kayser-Fleischer ring (KFR) and more presymptomatic cases and diagnosis after 40 years of age than p.Leu708Pro and p.His1069Gln homozygotes. p.Met645Arg homozygotes presented more late diagnosis than p.Met645Arg compound heterozygotes. Compound heterozygotes carrying p.Met645Arg or p.Gly869Arg showed less cirrhosis at diagnosis, KFR and neurological symptoms and more hepatic and presymptomatic cases, despite clearly low ceruloplasmin levels. The estimated prevalence was 1:3.785, predicting more than 10.500 patients. CONCLUSIONS: The widespread mutations p.Met645Arg and p.Gly869Arg show low penetrance. WD might be underdiagnosed in Spain due to less severe phenotype of the most frequent mutations, a crucial fact to avoid misdiagnosis and to offer early therapy.

3.
Liver Int ; 44(9): 2469-2476, 2024 Sep.
Article in English | MEDLINE | ID: mdl-39205440

ABSTRACT

BACKGROUND & AIMS: The benefits of prophylactic antibiotics in patients with alcohol-associated hepatitis (AH) receiving steroids remain unclear. We aimed to assess the clinical impact of prophylactic antibiotics in AH patients receiving steroids. METHODS: We systematically reviewed four electronic databases from inception to 30 November 2023. Pooled estimates were analysed using random-effects models. The primary outcome was 90-day survival. Secondary outcomes included infection at days 30 and 90 days, hepatorenal syndrome (HRS), acute kidney injury (AKI), hepatic encephalopathy (HE) and drug-related adverse events (AE). Trial sequential analyses were performed for the primary outcome of 90-day mortality. RESULTS: We screened 419 articles and included six eligible studies (four RCTs and two matched cohort studies) with a total of 510 patients. Compared to standard medical treatment (SMT), prophylactic antibiotics were associated with a lower risk of infection at 30 days (OR: 0.35, 95%CI: 0.20-0.59, I 2 = 0%), infection at 90 days (OR: 0.26, 95%CI: 0.10-0.67, I 2 = 0%) and a lower rate of HE (OR: 0.32, 95%CI: 0.12-0.87, I 2 = 0%). However, prophylactic antibiotics did not improve 90-day survival, sepsis-related mortality, HRS, or AKI. The risks of drug-related AE and fungal infections were similar in patients with AH who received prophylactic antibiotics or SMT. Using trial sequential analysis, the minimum sample size required to detect a 15% relative risk reduction in 90 days mortality with prophylactic antibiotics was 1171. CONCLUSIONS: In hospitalized AH patients receiving steroid therapy, prophylactic antibiotics reduced the risk of infection and HE, but did not improve survival or prevent AKI compared to SMT.


Subject(s)
Anti-Bacterial Agents , Antibiotic Prophylaxis , Hepatitis, Alcoholic , Humans , Acute Kidney Injury/chemically induced , Acute Kidney Injury/epidemiology , Acute Kidney Injury/prevention & control , Anti-Bacterial Agents/administration & dosage , Antibiotic Prophylaxis/statistics & numerical data , Hepatic Encephalopathy/epidemiology , Hepatic Encephalopathy/etiology , Hepatic Encephalopathy/prevention & control , Hepatitis, Alcoholic/complications , Hepatitis, Alcoholic/drug therapy , Hepatitis, Alcoholic/mortality , Steroids/administration & dosage , Steroids/adverse effects
4.
Liver Int ; 2024 Aug 15.
Article in English | MEDLINE | ID: mdl-39148354

ABSTRACT

With the increasing rate of infections caused by multidrug-resistant organisms (MDRO), selecting appropriate empiric antibiotics has become challenging. We aimed to develop and externally validate a model for predicting the risk of MDRO infections in patients with cirrhosis. METHODS: We included patients with cirrhosis and bacterial infections from two prospective studies: a transcontinental study was used for model development and internal validation (n = 1302), and a study from Argentina and Uruguay was used for external validation (n = 472). All predictors were measured at the time of infection. Both culture-positive and culture-negative infections were included. The model was developed using logistic regression with backward stepwise predictor selection. We externally validated the optimism-adjusted model using calibration and discrimination statistics and evaluated its clinical utility. RESULTS: The prevalence of MDRO infections was 19% and 22% in the development and external validation datasets, respectively. The model's predictors were sex, prior antibiotic use, type and site of infection, MELD-Na, use of vasopressors, acute-on-chronic liver failure, and interaction terms. Upon external validation, the calibration slope was 77 (95% CI .48-1.05), and the area under the ROC curve was .68 (95% CI .61-.73). The application of the model significantly changed the post-test probability of having an MDRO infection, identifying patients with nosocomial infection at very low risk (8%) and patients with community-acquired infections at significant risk (36%). CONCLUSION: This model achieved adequate performance and could be used to improve the selection of empiric antibiotics, aligning with other antibiotic stewardship program strategies.

5.
Hepatol Commun ; 8(8)2024 08 01.
Article in English | MEDLINE | ID: mdl-39082963

ABSTRACT

BACKGROUND: Alcohol-associated hepatitis (AH) is associated with significant mortality. Model for End-Stage Liver Disease (MELD) score is used to predict short-term mortality and aid in treatment decisions. MELD is frequently updated in the course of AH. However, once the most updated MELD is known, it is uncertain if previous ones still have prognostic value, which might be relevant for transplant allocation and trial design. We aimed to investigate the predictive performance of updated MELDs in a prospectively collected cohort of patients with AH by the InTeam consortium. METHODS: Three hundred seven patients (with 859 MELD values within 60 d of admission) fulfilled the inclusion criteria. The main endpoint was time to death or transplant up to 90 days. We used a joint model approach to assess the predictive value of updated MELDs. RESULTS: Updated MELD measurements had a strong prognostic value for death/transplant (HR: 1.20, 95% CI: 1.14-1.27) (p < 0.0001). Previous MELD values did not add predictive value to the most current MELD. We also showed that MELD at day 28 (MELD28) had a significant predictive value for subsequent mortality/transplant in a landmark analysis (HR: 1.18, 95% CI: 1.12-1.23). We show that the use of an ordinal scale including death, transplant, and MELD28 as a trial outcome could substantially reduce the sample size required to demonstrate short-term benefit of an intervention. CONCLUSION: We show that updated MELDs during the trajectory of AH predict subsequent mortality or the need for transplant. MELD28 inclusion in an ordinal outcome (together with death or transplant) could increase the efficiency of randomized controlled trials.


Subject(s)
Hepatitis, Alcoholic , Liver Transplantation , Severity of Illness Index , Humans , Hepatitis, Alcoholic/mortality , Hepatitis, Alcoholic/drug therapy , Male , Female , Prognosis , Middle Aged , Prospective Studies , Adult , End Stage Liver Disease/surgery , End Stage Liver Disease/mortality , Predictive Value of Tests
6.
Gut ; 2024 Jul 20.
Article in English | MEDLINE | ID: mdl-39033024

ABSTRACT

OBJECTIVE: Patients with alcohol-associated hepatitis (AH) have a high mortality. Alcohol exacerbates liver damage by inducing gut dysbiosis, bacterial translocation and inflammation, which is characterised by increased numbers of circulating and hepatic neutrophils. DESIGN: In this study, we performed tandem mass tag (TMT) proteomics to analyse proteins in the faeces of controls (n=19), patients with alcohol-use disorder (AUD; n=20) and AH (n=80) from a multicentre cohort (InTeam). To identify protein groups that are disproportionately represented, we conducted over-representation analysis using Reactome pathway analysis and Gene Ontology to determine the proteins with the most significant impact. A faecal biomarker and its prognostic effect were validated by ELISA in faecal samples from patients with AH (n=70), who were recruited in a second and independent multicentre cohort (AlcHepNet). RESULT: Faecal proteomic profiles were overall significantly different between controls, patients with AUD and AH (principal component analysis p=0.001, dissimilarity index calculated by the method of Bray-Curtis). Proteins that showed notable differences across all three groups and displayed a progressive increase in accordance with the severity of alcohol-associated liver disease were predominantly those located in neutrophil granules. Over-representation and Reactome analyses confirmed that differentially regulated proteins are part of granules in neutrophils and the neutrophil degranulation pathway. Myeloperoxidase (MPO), the marker protein of neutrophil granules, correlates with disease severity and predicts 60-day mortality. Using an independent validation cohort, we confirmed that faecal MPO levels can predict short-term survival at 60 days. CONCLUSIONS: We found an increased abundance of faecal proteins linked to neutrophil degranulation in patients with AH, which is predictive of short-term survival and could serve as a prognostic non-invasive marker.

7.
Methods Mol Biol ; 2827: 35-50, 2024.
Article in English | MEDLINE | ID: mdl-38985261

ABSTRACT

Temporary immersion systems (TIS) have been widely recognized as a promising technology for micropropagation of various plant species. The TIS provides a suitable environment for culture and allows intermittent contact of the explant with the culture medium at different immersion frequencies and aeration of the culture in each cycle. The frequency or immersion is one of the most critical parameters for the efficiency of these systems. The design, media volume, and container capacity substantially improve cultivation efficiency. Different TIS have been developed and successfully applied to micropropagation in various in vitro systems, such as sprout proliferation, microcuttings, and somatic embryos. TIS increases multiplication and conversion rates to plants and a better response during the ex vitro acclimatization phase. This article covers the use of different immersion systems and their applications in plant biotechnology, particularly in plant tissue culture, as well as its use in the massive propagation of plants of agroeconomic interest.


Subject(s)
Acclimatization , Plant Development , Culture Media/chemistry , Tissue Culture Techniques/methods , Tissue Culture Techniques/instrumentation , Plant Shoots/growth & development , Plant Shoots/physiology , Plants , Immersion , Plant Somatic Embryogenesis Techniques/methods
8.
Methods Mol Biol ; 2827: 145-153, 2024.
Article in English | MEDLINE | ID: mdl-38985267

ABSTRACT

Plant cell suspension cultures (PCSCs) are in vitro-cultured cells that can divide indefinitely in a sterile growth medium. These PCSCs can be derived from various plant tissues, such as the root, stem, leaves, or seeds, and are maintained in a suitable culture medium containing nutrients, vitamins, hormones, and other essential components necessary for their growth. PCSCs have extensive applications in biotechnology, particularly in producing pharmaceutical and chemical compounds. This chapter presents a protocol for generating cell lines from Arabidopsis thaliana root callus under different light conditions, which can be used to investigate the effects of light on plant cell growth and development. The protocol described in this chapter is a valuable tool for researchers interested in utilizing PCSCs in their studies.


Subject(s)
Arabidopsis , Cell Culture Techniques , Light , Arabidopsis/cytology , Arabidopsis/growth & development , Cell Culture Techniques/methods , Plant Roots/cytology , Plant Roots/growth & development , Culture Media/chemistry , Cells, Cultured
9.
Methods Mol Biol ; 2827: 291-301, 2024.
Article in English | MEDLINE | ID: mdl-38985278

ABSTRACT

Somatic embryogenesis (SE) is a clear example of cellular totipotency. The SE of the genus Coffea has become a model for in vitro propagation for woody species and for the large-scale production of disease-free plants that provide an advantage for modern agriculture. Temporary immersion systems (TIS) are in high demand for the propagation of plants. The success of this type of bioreactor is based on the alternating cycles of immersion of the plant material in the culture medium, usually a few minutes, and the permanence outside the medium of the tissues for several hours. Some bioreactors are very efficient for propagating one species but not another. The efficiency of bioreactors depends on the species, the tissue used to propagate, the species' nutritional needs, the amount of ethylene produced by the tissue, and many more. In this protocol, we show how we produce C. canephora plants that are being taken to the field.


Subject(s)
Coffea , Plant Somatic Embryogenesis Techniques , Plant Somatic Embryogenesis Techniques/methods , Coffea/growth & development , Coffea/genetics , Bioreactors , Seeds/growth & development , Culture Media/chemistry
10.
Methods Mol Biol ; 2827: 351-362, 2024.
Article in English | MEDLINE | ID: mdl-38985281

ABSTRACT

Since the term proteomics was coined by Marc Wilkins in 1994, there has been an explosion in the number of articles reporting the use of the proteomics technique. As the layers of biological organization and their regulation increase, the complexity of living beings increases. Thus, we go from the genome to tissues, cells, cellular compartments, and phenotypes and the complexity of the tools used to study this complexity also increases. Unlike the genome study, in the case of the proteome, we have a more complex panorama. We have a spatial and temporal proteome. Proteomics helps to answer complex biological questions since proteins' function depends on their molecular structure, subcellular localization, and posttranslational modifications. In this protocol, we describe a methodology to extract proteins using different methods, separating proteins by electrophoresis in double-dimensional gels and analyzing the gels using specialized software that allows obtaining information on the number and abundance of the proteins from the gels.


Subject(s)
Coffea , Plant Proteins , Proteomics , Proteomics/methods , Plant Proteins/metabolism , Plant Proteins/analysis , Coffea/metabolism , Coffea/chemistry , Coffea/genetics , Proteome/analysis , Electrophoresis, Gel, Two-Dimensional/methods , Software
11.
Methods Mol Biol ; 2827: 363-376, 2024.
Article in English | MEDLINE | ID: mdl-38985282

ABSTRACT

Omic tools have changed the way of doing research in experimental biology. The somatic embryogenesis (SE) study has not been immune to this benefit. The transcriptomic tools have been used to compare the genes expressed during the induction of SE with the genes expressed in zygotic embryogenesis or to compare the development of the different stages embryos go through. It has also been used to compare the expression of genes during the development of calli from which SE is induced, as well as many other applications. The protocol described here is employed in our laboratory to extract RNA and generate several transcriptomes for the study of SE on Coffea canephora.


Subject(s)
Coffea , Gene Expression Profiling , Gene Expression Regulation, Plant , Plant Somatic Embryogenesis Techniques , Transcriptome , Coffea/genetics , Coffea/embryology , Coffea/growth & development , Plant Somatic Embryogenesis Techniques/methods , Gene Expression Profiling/methods , Transcriptome/genetics , Seeds/genetics , Seeds/growth & development , Gene Expression Regulation, Developmental
12.
Methods Mol Biol ; 2827: 1-13, 2024.
Article in English | MEDLINE | ID: mdl-38985259

ABSTRACT

Plant cell, tissue, and organ cultures (PCTOC) have been used as experimental systems in basic research, allowing gene function demonstration through gene overexpression or repression and investigating the processes involved in embryogenesis and organogenesis or those related to the potential production of secondary metabolites, among others. On the other hand, PCTOC has also been applied at the commercial level for the vegetative multiplication (micropropagation) of diverse plant species, mainly ornamentals but also horticultural crops such as potato or fruit and tree species, and to produce high-quality disease-free plants. Moreover, PCTOC protocols are important auxiliary systems in crop breeding crops to generate pure lines (homozygous) to produce hybrids for the obtention of polyploid plants with higher yields or better performance. PCTOC has been utilized to preserve and conserve the germplasm of different crops or threatened species. Plant genetic improvement through genetic engineering and genome editing has been only possible thanks to the establishment of efficient in vitro plant regeneration protocols. Different companies currently focus on commercializing plant secondary metabolites with interesting biological activities using in vitro PCTOC. The impact of omics on PCTOC is discussed.


Subject(s)
Plant Cells , Tissue Culture Techniques , Cell Culture Techniques/methods , Crops, Agricultural/genetics , Crops, Agricultural/growth & development , Plant Breeding/methods , Plant Cells/metabolism , Plant Development/genetics , Plants/genetics , Plants/metabolism , Tissue Culture Techniques/methods
13.
Methods Mol Biol ; 2827: 51-69, 2024.
Article in English | MEDLINE | ID: mdl-38985262

ABSTRACT

Agrobacterium's journey has been a roller coaster, from being a pathogen to becoming a powerful biotechnological tool. While A. tumefaciens has provided the scientific community with a versatile tool for plant transformation, Agrobacterium rhizogenes has given researchers a Swiss army knife for developing many applications. These applications range from a methodology to regenerate plants, often recalcitrant, to establish bioremediation protocols to a valuable system to produce secondary metabolites. This chapter reviews its discovery, biology, controversies over its nomenclature, and some of the multiple applications developed using A. rhizogenes as a platform.


Subject(s)
Agrobacterium , Biotechnology , Agrobacterium/genetics , Biotechnology/methods , Transformation, Genetic , History, 20th Century , History, 21st Century , Plants, Genetically Modified/genetics , Plants/microbiology , Plants/genetics
14.
Nanoscale ; 16(27): 13211, 2024 Jul 11.
Article in English | MEDLINE | ID: mdl-38952232

ABSTRACT

Correction for 'Photoluminescence modification of europium(III)-doped MAl2O4 (M = Zn, Mg) spinels induced by Ag@SiO2 core-shell nanoparticles' by Rodrigo A. Valenzuela-Fernández et al., Nanoscale, 2024, https://doi.org/10.1039/d4nr01526f.

15.
Ann Hepatol ; 29(5): 101515, 2024.
Article in English | MEDLINE | ID: mdl-38851394

ABSTRACT

Frailty and sarcopenia are well-recognized factors related to worse outcomes in patients with cirrhosis, including liver transplant (LT) candidates. Implications of pre-LT functional and muscle deterioration also affect post-LT outcomes. Patients with cirrhosis and acute-on-chronic liver failure (ACLF) have a lower survival rate, both before and after LT. There is a need to better identify those patients with ACLF who would benefit from LT. This review aims to present the available data about frailty and sarcopenia in patients with ACLF in the LT setting. An exhaustive review of the published literature was conducted. Data regarding frailty and sarcopenia in LT candidates with ACLF are scarce and heterogeneous. Studies evaluating frailty and sarcopenia in critically ill patients outside the liver literature are also presented in this review to enrich the knowledge of this field in expansion. Frailty and sarcopenia seem to contribute to worse outcomes in LT candidates with ACLF, both before and after LT. Sarcopenia evaluation may be the most prudent approach for those very sick patients. Skeletal muscle index assessed by computed tomography is recommended to evaluate sarcopenia. The role of muscle ultrasound and bioelectrical impedance analysis is to be determined. Frailty and sarcopenia are crucial factors to consider on a case-by-case basis in LT candidates with ACLF to improve patient outcomes.


Subject(s)
Acute-On-Chronic Liver Failure , Frailty , Liver Transplantation , Sarcopenia , Humans , Sarcopenia/complications , Sarcopenia/etiology , Sarcopenia/diagnosis , Sarcopenia/diagnostic imaging , Acute-On-Chronic Liver Failure/mortality , Acute-On-Chronic Liver Failure/diagnosis , Acute-On-Chronic Liver Failure/complications , Frailty/complications , Frailty/diagnosis , Risk Assessment , Risk Factors
16.
Nanoscale ; 16(27): 13161-13170, 2024 Jul 11.
Article in English | MEDLINE | ID: mdl-38913015

ABSTRACT

In recent years, there has been an increasing interest in developing new inorganic compounds with exceptional properties for advanced materials. Specifically, compounds containing europium have attracted much attention due to their luminescent properties. These compounds are used in electronics, biotechnology, medicine, and catalysis. Eu is known for its characteristic red emission, which can be influenced by the environment. This study investigates the surface-enhancement luminescence of europium-doped spinel oxides using modified surface with silver (Ag@SiO2 core-shell) nanoparticles as the enhancers. The europium-doped spinels were synthesized through a sol-gel method, and characterization techniques were used to analyze their structure and morphology. Photoluminescence spectra exhibited characteristic Eu3+ transitions, with the hypersensitive transition being the most prominent. The interaction with an Ag@SiO2 modified-surface led to a significant increase in photoluminescence. The study also analyzed the photoluminescence excitation and lifetimes of the oxides, leading to a 7.3-fold increase in photoluminescence. The improvements observed in the luminescence of these tailor-made materials show their potential interest in next-generation technologies.

17.
Gut ; 73(7): 1183-1198, 2024 06 06.
Article in English | MEDLINE | ID: mdl-38621924

ABSTRACT

OBJECTIVE: Targeting bacterial translocation in cirrhosis is limited to antibiotics with risk of antimicrobial resistance. This study explored the therapeutic potential of a non-absorbable, gut-restricted, engineered carbon bead adsorbent, Yaq-001 in models of cirrhosis and acute-on-chronic liver failure (ACLF) and, its safety and tolerability in a clinical trial in cirrhosis. DESIGN: Performance of Yaq-001 was evaluated in vitro. Two-rat models of cirrhosis and ACLF, (4 weeks, bile duct ligation with or without lipopolysaccharide), receiving Yaq-001 for 2 weeks; and two-mouse models of cirrhosis (6-week and 12-week carbon tetrachloride (CCl4)) receiving Yaq-001 for 6 weeks were studied. Organ and immune function, gut permeability, transcriptomics, microbiome composition and metabolomics were analysed. The effect of faecal water on gut permeability from animal models was evaluated on intestinal organoids. A multicentre, double-blind, randomised, placebo-controlled clinical trial in 28 patients with cirrhosis, administered 4 gr/day Yaq-001 for 3 months was performed. RESULTS: Yaq-001 exhibited rapid adsorption kinetics for endotoxin. In vivo, Yaq-001 reduced liver injury, progression of fibrosis, portal hypertension, renal dysfunction and mortality of ACLF animals significantly. Significant impact on severity of endotoxaemia, hyperammonaemia, liver cell death, systemic inflammation and organ transcriptomics with variable modulation of inflammation, cell death and senescence in the liver, kidneys, brain and colon was observed. Yaq-001 reduced gut permeability in the organoids and impacted positively on the microbiome composition and metabolism. Yaq-001 regulated as a device met its primary endpoint of safety and tolerability in the clinical trial. CONCLUSIONS: This study provides strong preclinical rationale and safety in patients with cirrhosis to allow clinical translation. TRIAL REGISTRATION NUMBER: NCT03202498.


Subject(s)
Acute-On-Chronic Liver Failure , Gastrointestinal Microbiome , Liver Cirrhosis , Humans , Animals , Liver Cirrhosis/complications , Mice , Male , Gastrointestinal Microbiome/drug effects , Double-Blind Method , Rats , Disease Models, Animal , Female , Middle Aged , Bacterial Translocation/drug effects , Carbon/therapeutic use , Carbon/pharmacology
18.
Sensors (Basel) ; 24(7)2024 Mar 28.
Article in English | MEDLINE | ID: mdl-38610379

ABSTRACT

Recent advances in Deep Learning and aerial Light Detection And Ranging (LiDAR) have offered the possibility of refining the classification and segmentation of 3D point clouds to contribute to the monitoring of complex environments. In this context, the present study focuses on developing an ordinal classification model in forest areas where LiDAR point clouds can be classified into four distinct ordinal classes: ground, low vegetation, medium vegetation, and high vegetation. To do so, an effective soft labeling technique based on a novel proposed generalized exponential function (CE-GE) is applied to the PointNet network architecture. Statistical analyses based on Kolmogorov-Smirnov and Student's t-test reveal that the CE-GE method achieves the best results for all the evaluation metrics compared to other methodologies. Regarding the confusion matrices of the best alternative conceived and the standard categorical cross-entropy method, the smoothed ordinal classification obtains a more consistent classification compared to the nominal approach. Thus, the proposed methodology significantly improves the point-by-point classification of PointNet, reducing the errors in distinguishing between the middle classes (low vegetation and medium vegetation).

19.
Hepatology ; 80(2): 403-417, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38377466

ABSTRACT

BACKGROUND AND AIMS: Patients with alcohol-associated hepatitis (AH) have an altered fecal metabolome, including reduced microbiota-derived tryptophan metabolites, which function as ligands for aryl hydrocarbon receptor (AhR). The aim of this study was to assess serum AhR ligand activity in patients with AH. APPROACH AND RESULTS: The study included 74 controls without AUD, 97 patients with AUD, and 330 patients with AH from 2 different multicenter cohorts (InTeam: 134, AlcHepNet: 196). Serum AhR activity was evaluated using an AhR reporter assay with HepG2-Lucia cells incubated with serum for 24 hours. Serum AhR activity was significantly higher in patients with AH compared with both controls (1.59 vs. 0.96-fold change, p < 0.001) and patients with AUD (1.59 vs. 0.93, p < 0.001). In both AH cohorts, patients with AhR activity ≥ 2.09 had significantly lower cumulative survival rates at 30, 60, 90, and 180 days compared to those with AhR activity < 2.09. When serum AhR activity was used to further stratify patients with severe AH, the cumulative 30, 60, 90, and 180-day survival rates for patients with severe AH and the AhR activity ≥ 2.09 group were all significantly lower than those with an AhR activity < 2.09 group. CONCLUSIONS: Serum AhR activity was significantly higher in patients with AH compared with controls and individuals with AUD, and this increased activity was associated with higher mortality. Consequently, serum AhR activity holds potential as a prognostic marker.


Subject(s)
Hepatitis, Alcoholic , Receptors, Aryl Hydrocarbon , Humans , Receptors, Aryl Hydrocarbon/blood , Receptors, Aryl Hydrocarbon/metabolism , Male , Female , Middle Aged , Hepatitis, Alcoholic/mortality , Hepatitis, Alcoholic/blood , Adult , Case-Control Studies , Basic Helix-Loop-Helix Transcription Factors/blood , Basic Helix-Loop-Helix Transcription Factors/metabolism , Survival Rate , Hep G2 Cells , Aged , Biomarkers/blood
20.
Article in English | MEDLINE | ID: mdl-38347692

ABSTRACT

Real-world classification problems may disclose different hierarchical levels where the categories are displayed in an ordinal structure. However, no specific deep learning (DL) models simultaneously learn hierarchical and ordinal constraints while improving generalization performance. To fill this gap, we propose the introduction of two novel ordinal-hierarchical DL methodologies, namely, the hierarchical cumulative link model (HCLM) and hierarchical-ordinal binary decomposition (HOBD), which are able to model the ordinal structure within different hierarchical levels of the labels. In particular, we decompose the hierarchical-ordinal problem into local and global graph paths that may encode an ordinal constraint for each hierarchical level. Thus, we frame this problem as simultaneously minimizing global and local losses. Furthermore, the ordinal constraints are set by two approaches ordinal binary decomposition (OBD) and cumulative link model (CLM) within each global and local function. The effectiveness of the proposed approach is measured on four real-use case datasets concerning industrial, biomedical, computer vision, and financial domains. The extracted results demonstrate a statistically significant improvement to state-of-the-art nominal, ordinal, and hierarchical approaches.

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