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Publications

Publications by LIAAD

2025

A Review of Voicing Decision in Whispered Speech: From Rules to Machine Learning

Authors
da Silva, JMPP; Duarte Nunes, G; Ferreira, A;

Publication

Abstract

2025

PRECISION GENOME ANALYSIS: UNRAVELING SNVS AND CNVS WITH A MULTI-VARIANT CALLER WGS WORKFLOW

Authors
Ferreira, M; José, CS; Almeida, F; Maqueda, J; Monteiro, R; Ferreira, P; Oliveira, C;

Publication
MEDICINE

Abstract

2025

AdhesionScore: A Prognostic Predictor of Breast Cancer Patients Based on a Cell Adhesion-Associated Gene Signature

Authors
Esquível, C; Ribeiro, R; Ribeiro, AS; Ferreira, PG; Paredes, J;

Publication
CANCERS

Abstract
Background: Aberrant or loss of cell adhesion drives invasion and metastasis, key hallmarks of cancer progression. In this work, we hypothesized that a gene signature related to cell adhesion could predict breast cancer prognosis. Methods: Highly variant genes were tested for association with overall survival using Cox regression. Adhesion-related genes were identified through gene ontology analysis and multivariate Cox regression, with AIC selection, defined the prognostic signature. The AdhesionScore was then calculated as a weighted sum of gene expression, with risk stratification assessed by Kaplan-Meier and log-rank tests. Results: We found that the AdhesionScore was a significant independent predictor of poor survival in three large independent datasets, as it provided a robust stratification of patient prognosis in the Molecular Taxonomy of Breast Cancer International Consortium (METABRIC) (HR: 2.65; 95% CI: 2.33-3.0, p = 2.34 x 10-51), The Cancer Genome Atlas (TCGA) (HR: 3.46; 95% CI: 2.35-5.09, p = 3.50 x 10-10), and the GSE96058 (HR: 2.83; 95% CI: 2.20-3.65, p = 6.29 x 10-16) datasets. The 5-year risk of death in the high-risk group was 32.41% for METABRIC, 27.8% for TCGA, and 17.54% for GSE96058 datasets. Consistently, HER2-enriched and triple-negative breast carcinomas (TNBC) cases showed higher AdhesionScores than luminal subtypes, indicating an association with aggressive tumor biology. Conclusions: We have developed, for the first time, a molecular signature based on cell adhesion, as well as an associated AdhesionScore that can predict patient prognosis in invasive breast cancer, with potential clinical application. We developed a novel adhesion-based molecular signature, the AdhesionScore, that robustly predicts prognosis in breast cancer across independent cohorts, highlighting its potential clinical utility for patient risk stratification.

2025

The molecular impact of cigarette smoking resembles aging across tissues

Authors
Ramirez, JM; Ribeiro, R; Soldatkina, O; Moraes, A; García-Pérez, R; Ferreira, PG; Melé, M;

Publication
GENOME MEDICINE

Abstract
BackgroundTobacco smoke is the main cause of preventable mortality worldwide. Smoking increases the risk of developing many diseases and has been proposed as an aging accelerator. Yet, the molecular mechanisms driving smoking-related health decline and aging acceleration in most tissues remain unexplored.MethodsHere, we use data from the Genotype-Tissue Expression Project (GTEx) to perform a characterization of the effect of cigarette smoking across human tissues. We perform a multi-tissue analysis across 46 human tissues. Our multi-omics characterization includes analysis of gene expression, alternative splicing, DNA methylation, and histological alterations. We further analyze ex-smoker samples to assess the reversibility of these molecular alterations upon smoking cessation.ResultsWe show that smoking impacts tissue architecture and triggers systemic inflammation. We find that in many tissues, the effects of smoking significantly overlap those of aging. Specifically, both age and smoking upregulate inflammatory genes and drive hypomethylation at enhancers (odds ratio (OR) = 2). In addition, we observe widespread smoking-driven hypermethylation at target regions of the Polycomb repressive complex (OR = 2), which is a well-known aging effect. Smoking-induced epigenetic changes overlap causal aging CpGs, suggesting that these methylation changes may directly mediate the aging acceleration observed in smokers. Finally, we find that smoking effects that are shared with aging are more persistent over time.ConclusionOverall, our multi-tissue and multi-omic analysis of the effects of cigarette smoking provides an extensive characterization of the impact of tobacco smoke across tissues and unravels the molecular mechanisms driving smoking-induced tissue homeostasis decline and aging acceleration.

2025

Can ISO 24617-1 go clinical? Extending a General-Domain Scheme to Medical Narratives

Authors
Fernandes, AL; Silvano, P; Leal, A; Guimaraes, N; Amorim, E;

Publication
PROCEEDINGS OF THE 21ST JOINT ACL - ISO WORKSHOP ON INTEROPERABLE SEMANTIC ANNOTATION, ISA-21

Abstract
The definition of rigorous and well-structured annotation schemes is a key element in the advancement of Natural Language Processing (NLP). This paper aims to compare the performance of a general-purpose annotation scheme - Text2Story, based on the ISO 24617-1 standard-with that of a domain-specific scheme - i2b2 - in the context of clinical narrative annotation; and to assess the feasibility of harmonizing ISO 24617-1, originally designed for general-domain applications, with a specialized extension tailored to the medical domain. Based on the results of this comparative analysis, we present Med2Story, a medical-specific extension of ISO 24617-1 developed to address the particularities of clinical text annotation.

2025

Visual Representations of Temporal Relations between Events and Time Expressions in News Stories

Authors
Amorim, E; Leal, A; Yu, N; Silvano, PM; Mario Jorge, A;

Publication
Proceedings of the 19th Linguistic Annotation Workshop (LAW-XIX-2025)

Abstract

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