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result(s) for
"Giovannetti, Agnese"
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APOGEE 2: multi-layer machine-learning model for the interpretable prediction of mitochondrial missense variants
by
Bianco, Salvatore Daniele
,
Liorni, Niccolò
,
Mazza, Tommaso
in
631/114/1305
,
631/208/1516
,
631/208/726/2129
2023
Mitochondrial dysfunction has pleiotropic effects and is frequently caused by mitochondrial DNA mutations. However, factors such as significant variability in clinical manifestations make interpreting the pathogenicity of variants in the mitochondrial genome challenging. Here, we present APOGEE 2, a mitochondrially-centered ensemble method designed to improve the accuracy of pathogenicity predictions for interpreting missense mitochondrial variants. Built on the joint consensus recommendations by the American College of Medical Genetics and Genomics/Association for Molecular Pathology, APOGEE 2 features an improved machine learning method and a curated training set for enhanced performance metrics. It offers region-wise assessments of genome fragility and mechanistic analyses of specific amino acids that cause perceptible long-range effects on protein structure. With clinical and research use in mind, APOGEE 2 scores and pathogenicity probabilities are precompiled and available in MitImpact. APOGEE 2’s ability to address challenges in interpreting mitochondrial missense variants makes it an essential tool in the field of mitochondrial genetics.
APOGEE 2 is a machine-learning tool for assessing the fragility of the mitochondrial genome, evaluating genetic variant pathogenicity and ultimately enhancing our understanding of the clinical heterogeneity of mitochondrial genetic diseases.
Journal Article
Epigenetic Signatures of Dental Stem Cells: Insights into DNA Methylation and Noncoding RNAs
by
Marigliani, Giulia
,
Giovannetti, Agnese
,
Pieroni, Michele
in
Analysis
,
Antisense RNA
,
Bone morphogenetic proteins
2025
Tooth development (odontogenesis) is regulated by interactions between epithelial and mesenchymal tissues through signaling pathways such as Bone Morphogenetic Protein (BMP), Wingless-related integration site (Wnt), Sonic Hedgehog (SHH), and Fibroblast Growth Factor (FGF). Mesenchymal stem cells (MSCs) derived from dental tissues—including dental pulp stem cells (DPSCs), periodontal ligament stem cells (PDLSCs), and dental follicle progenitor cells (DFPCs)—show promise for regenerative dentistry due to their multilineage differentiation potential. Epigenetic regulation, particularly DNA methylation, is hypothesized to underpin their distinct regenerative capacities. This study reanalyzed publicly available DNA methylation data generated with Illumina Infinium HumanMethylation450 BeadChip arrays (450K arrays) from DPSCs, PDLSCs, and DFPCs. High-confidence CpG sites were selected based on detection p-values, probe variance, and genomic annotation. Principal Component Analysis (PCA) and hierarchical clustering identified distinct methylation profiles. Functional enrichment analyses highlighted biological processes and pathways associated with specific methylation clusters. Noncoding RNA analysis was integrated to construct regulatory networks linking DNA methylation patterns with key developmental genes. Distinct epigenetic signatures were identified for DPSCs, PDLSCs, and DFPCs, characterized by differential methylation across specific genomic contexts. Functional enrichment revealed pathways involved in odontogenesis, osteogenesis, and neurodevelopment. Network analysis identified central regulatory nodes—including genes, such as PAX6, FOXC2, NR2F2, SALL1, BMP7, and JAG1—highlighting their roles in tooth development. Several noncoding RNAs were also identified, sharing promoter methylation patterns with developmental genes and being implicated in regulatory networks associated with stem cell differentiation and tissue-specific function. Altogether, DNA methylation profiling revealed that distinct epigenetic landscapes underlie the developmental identity and differentiation potential of dental-derived mesenchymal stem cells. This integrative analysis highlights the relevance of noncoding RNAs and regulatory networks, suggesting novel biomarkers and potential therapeutic targets in regenerative dentistry and orthodontics.
Journal Article
Craniofacial and Dental Anomalies of a Patient Carrying Two MicroRNA Variants: A Proof‐Of‐Concept Case Report
by
De Stefano, Adriana Assunta
,
Di Giorgio, Roberto
,
Giovannetti, Agnese
in
Calcification
,
Case Report
,
Case reports
2025
Craniofacial and dentofacial anomalies often result from disruptions in embryogenetic processes driven by genetic alterations. Dental development involves complex interactions between coding and non‐coding genes, orchestrated by a network of signaling pathways. Next Generation Sequencing (NGS) has identified genes, particularly in the WNT signaling pathway, associated with dental anomalies. MicroRNAs (miRNAs), small non‐coding RNA molecules, play a crucial role in post‐transcriptional regulation. Variants in miRNAs, such as in MIR146A, have been linked to various craniofacial pathologies. A 10‐year‐old female with a class II molar malocclusion and maxillary constriction was examined. Clinical and radiographic assessments revealed impacted cuspids (both maxillary canines and the right mandibular canine), odontoma, and root resorption. Genetic analysis showed that the patient carried two variants in MIR146A (rs2910164) and MIR182 (rs76481776). The patient exhibited skeletal anomalies including class II ponticulus posticus and sella turcica bridging. The proof‐of‐concept study incorporates relevant literature discussing the molecular basis of dental anomalies, suggesting to take into account the potential functional role of miRNAs. Previous research has associated MIR146A polymorphisms with various diseases, highlighting the need for a comprehensive understanding of genetic influences on craniofacial development. This case report presents craniofacial and dental anomalies in a patient carrying two miRNA variants. Understanding the genetic basis of dental anomalies, particularly the role of miRNAs, holds promise for future advancements in orthodontics, enabling personalized diagnostics and prognostics.
Journal Article
TLR4 T399I Polymorphism and Endometriosis in a Cohort of Italian Women
by
Piacenti, Ilaria
,
Marchese, Cinzia
,
Giovannetti, Agnese
in
Confidence intervals
,
Deoxyribonucleic acid
,
Disease
2020
Background: Endometriosis is a widespread multifactorial disease in which environmental, genetic, and epigenetic factors contribute to the phenotype. Single Nucleotide Polymorphisms (SNPs) in genes implicated in pivotal molecular mechanisms have been investigated as susceptible risk factors in distinct populations. Among these, Toll-like receptor 4 (TLR4) represents a good candidate due to its role in the immune/inflammatory response and endometriosis pathogenesis. Methods: The TRL4 gene T399I SNP (C/T transition, rs4986791) was investigated in 236 Italian endometriosis patients and 150 controls by using the PCR-RFLP method. One-tailed Fisher’s exact test was used to compare differences between categorical variables. T399I genotype distribution was evaluated for Hardy–Weinberg equilibrium in both groups using the Chi-squared test for given probabilities. Results: Fisher’s exact test comparing C and T allele frequencies showed a difference in the frequency of T alleles between patients and controls (OR = 1.96, 95% confidence interval 0.91–4.23; p-value = 0.0552). Genotype frequencies did not show any significant difference between patients and controls. The homozygous TT genotype was observed in 2% of endometriosis women and not in controls. Conclusions: Our results show that the TLR4 rs4986791 T variant may be considered a genetic risk factor for endometriosis in Italian women. More extensive studies in other populations are needed to confirm this result.
Journal Article
Prenatal whole exome sequencing detects a new homozygous fukutin (FKTN) mutation in a fetus with an ultrasound suspicion of familial Dandy–Walker malformation
2020
Background Posterior fossa malformations are among the most diagnosed central nervous system (CNS) anomalies detected by ultrasound (US) in prenatal age. We identified the pathogenic gene mutation in a male fetus of 17 weeks of gestation with US suspicion of familial Dandy–Walker spectrum malformation, using Next Generation Sequencing approach in prenatal diagnosis. Methods Whole exome sequencing (WES) approach has been performed on fetal genomic DNA. After reads preprocessing, mapping, variant calling, and annotation, a filtering strategy based on allelic frequency, recessive inheritance, and phenotypic ontologies has been applied. A fetal magnetic resonance imaging (MRI) at 18 weeks of gestation has been performed. An in silico analysis of a potential causative missense variant in the fukutin protein has been carried out through a structural modeling approach. Results We identified a new homozygous missense mutation in fukutin gene (FKTN, NM_006731.2: c.898G>A; NP_006722.2: p.Gly300Arg). Fetal MRI supported molecular findings. Structural modeling analyses indicated a potential pathogenetic mechanism of the variant, through a reduced activation of the sugar moieties, which in turn impairs transfer to dystroglycan and thus its glycosylation. These findings pointed to a redefinition of the US suspicion of recurrence of Dandy–Walker malformation (DWM) to a muscular dystrophy‐dystroglycanopathy type A4. Conclusions The present case confirmed WES as a reliable tool for the prenatal identification of the molecular bases of early‐detected CNS malformations. Prenatal diagnosis of central nervous system (CNS) anomalies following standard diagnostic procedures is challenging. Posterior fossa malformations are among the most diagnosed CNS anomalies detected by ultrasound in prenatal age. Whole exome sequencing (WES) approach on fetal genomic DNA and structural in silico analysis helped redefine a prenatal clinical suspicious of Dandy–Walker malformation to muscular dystrophy dystroglycanopathy Type A through the identification of a new fukutin homozygous missense mutation (NM_006731: c.898G>A; NP_006722.2: p.Gly300Arg). Prenatal diagnosis in cases of nonspecific or early‐detected CNS phenotypes can be lengthy and difficult. Multidisciplinary diagnostic approach combining instrumental (high‐quality fetal magnetic resonance imaging) and molecular analyses (WES) in fetuses with CNS structural anomalies could be a reliable approach.
Journal Article
Heterozygous nonsense ARX mutation in a family highlights the complexity of clinical and molecular diagnosis in case of chromosomal and single gene disorder co‐inheritance
by
Traversa, Alice
,
Manganaro, Lucia
,
Mazza, Tommaso
in
17q12 duplication syndrome
,
Agenesis of Corpus Callosum - complications
,
Agenesis of Corpus Callosum - genetics
2020
Background Corpus callosum agenesis (ACC) is one of the most frequent Central Nervous System (CNS) malformations. However, genetics underlying isolated forms is still poorly recognized. Here, we report on two female familial cases with partial ACC. The proband shows isolated partial ACC and a mild neurodevelopmental phenotype. A fetus from a previous interrupted pregnancy exhibited a complex phenotype including partial ACC and the occurrence of a de novo 17q12 microduplication, which was interpreted as probably disease‐causing. Methods A trio‐based clinical exome sequencing (CES) was performed. Results Clinical exome sequencing data analysis led to identifying a heterozygous nonsense variant (NM_139058.3:c.922G>T; NP_620689.1:p.Glu308Ter) in the aristaless related homeobox gene (ARX) in the proband, with a putative de novo occurrence, producing a hypothetical protein lacking two essential domains. Sanger analysis confirmed the wild‐type status of both parents in different tissues, and disclosed the occurrence of the nonsense variant in the fetus of the interrupted pregnancy, suggesting a formerly unrecognized contribution of the ARX mutation to the fetus' phenotype and gonadal or gonadosomatic mosaicism in one of the parents. Conclusion This study describes the phenotype associated with a heterozygous loss of function variant in ARX. Moreover, it highlights the importance of investigating both chromosomal and genetic contributions in cases of complex syndromic phenotypes involving CNS. Corpus callosum agenesis (ACC) is one of the most frequent Central Nervous System malformations. However, genetics underlying isolated forms is still poorly recognized. A trio‐based clinical exome sequencing in a family with a recurrence of partial ACC identified a heterozygous nonsense variant (NM_139058.3:c.922G>T; NP_620689.1:p.Glu308Ter) in the aristaless related homeobox gene (ARX) in the proband, with a putative de novo onset. Sanger analysis disclosed the occurrence of the ARX variant in a fetus of a previously interrupted pregnancy, in addition to a de novo 17q12 microduplication, and confirmed the wild‐type status of both parents in different tissues, pointing to a probable gonadal or gonadosomatic mosaicism. This study describes the phenotype associated to a heterozygous loss of function variant in ARX and discusses the role of this variant in a fetus with a severe phenotype and a pathogenic chromosomal rearrangement.
Journal Article
Potassium Channel KCNH1 Activating Variants Cause Altered Functional and Morphological Ciliogenesis
2022
The primary cilium is a non-motile sensory organelle that extends from the surface of most vertebrate cells and transduces signals regulating proliferation, differentiation, and migration. Primary cilia dysfunctions have been observed in cancer and in a group of heterogeneous disorders called ciliopathies, characterized by renal and liver cysts, skeleton and limb abnormalities, retinal degeneration, intellectual disability, ataxia, and heart disease and, recently, in autism spectrum disorder, schizophrenia, and epilepsy. The potassium voltage-gated channel subfamily H member 1 (
KCNH1
) gene encodes a member of the EAG (ether-à-go-go) family, which controls potassium flux regulating resting membrane potential in both excitable and non-excitable cells and is involved in intracellular signaling, cell proliferation, and tumorigenesis.
KCNH1
missense variants have been associated with syndromic neurodevelopmental disorders, including Zimmermann-Laband syndrome 1 (ZLS1, MIM #135500), Temple-Baraitser syndrome (TMBTS, MIM #611816), and, recently, with milder phenotypes as epilepsy. In this work, we provide evidence that KCNH1 localizes at the base of the cilium in pre-ciliary vesicles and ciliary pocket of human dermal fibroblasts and retinal pigment epithelial (hTERT RPE1) cells and that the pathogenic missense variants (L352V and R330Q; NP_002229.1) perturb cilia morphology, assembly/disassembly, and Sonic Hedgehog signaling, disclosing a multifaceted role of the protein. The study of KCNH1 localization, its functions related to primary cilia, and the alterations introduced by mutations in ciliogenesis, cell cycle coordination, cilium morphology, and cilia signaling pathways could help elucidate the molecular mechanisms underlying neurological phenotypes and neurodevelopmental disorders not considered as classical ciliopathies but for which a significant role of primary cilia is emerging.
Journal Article
APOGEE 2: multi-layer machine-learning model for the interpretable prediction of mitochondrial missense variants
2023
APOGEE 2 is a mitochondrially-centered ensemble method designed to improve the accuracy of pathogenicity predictions for interpreting missense mitochondrial variants. Built on the joint consensus recommendations by the American College of Medical Genetics and Genomics/Association for Molecular Pathology (ACMG/AMP), APOGEE 2 features an improved machine learning method and a curated training set for enhanced performance metrics. It offers region-wise assessments of genome fragility and mechanistic analyses of specific amino acids that cause perceptible long-range effects on protein structure. With clinical and research use in mind, APOGEE 2 scores and pathogenicity probabilities are precompiled and available in MitImpact. APOGEE 2’s ability to address challenges in interpreting mitochondrial missense variants makes it an essential tool in the field of mitochondrial genetics.
Modelling drug responses and evolutionary dynamics using triple negative breast cancer patient-derived xenografts
by
Esmaeilishirazifard, Elham
,
Grybowicz, Louise
,
Lerda, Giulia
in
Breast cancer
,
Cancer Biology
,
Clinical trials
2023
Triple negative breast cancers (TNBC) exhibit inter- and intra-tumour heterogeneity, which is reflected in diverse drug responses and interplays with tumour evolution. Here, we use TNBC patient-derived tumour xenografts (PDTX) as a platform for co-clinical trials to test their predictive value and explore the molecular features of drug response and resistance. Patients and their matched PDTX exhibited mirrored drug responses to neoadjuvant therapy in a clinical trial. In parallel, additional clinically-relevant treatments were tested in PDTXs in vivo to identify alternative effective therapies for each PDTX model. This framework establishes the foundation for anticipatory personalised therapies for those patients with resistant or relapsed tumours. The PDTXs were further explored to model PDTX- and treatment-specific behaviours. The dynamics of drug response were characterised at single-cell resolution revealing a novel mechanism of response to olaparib. Upon olaparib treatment PDTXs showed phenotypic plasticity, including transient activation of the immediate-early response and irreversible sequential phenotypic switches: from epithelial to epithelial-mesenchymal-hybrid states, and then to mesenchymal states. This molecular mechanism was exploited ex vivo by combining olaparib and salinomycin (an inhibitor of mesenchymal-transduced cells) to reveal synergistic effects. In summary, TNBC PDTXs have the potential to help design individualised treatment strategies derived from model-specific evolutionary insights.Competing Interest StatementC.C. is a member of the iMED External Science Panel for AstraZeneca, the Scientific Advisory Board for Illumina, and is a recipient of research grants (administered by the University of Cambridge) from AstraZeneca, Genentech, Roche, and Servier. The remaining authors declare no competing interests.
Selection of Rhizobium strains for inoculation of Lithuanian Pisum sativum breeding lines
by
Razbadauskiene, Kristyna
,
Toleikiene, Monika
,
Suproniene, Skaidre
in
Biomedical and Life Sciences
,
Breeding
,
Competitiveness
2021
Pea (
Pisum sativum
) is one of the most popular legume crops used in agriculture. Because of the high demand and relatively reasonable price, Lithuania has increased the cultivation of this crop and invested in the research of new effective breeding lines in the last years. Rhizobial inoculants contribute to increasing yield in legumes through N
2
fixation. Therefore, the objective of this work was to identify rhizobial strains able to increase the activity of two pea breeding lines (‘DS 3637–2’ and ‘DS 3795–3’) known for high productivity, resistance to biotic and abiotic stresses, and competitiveness in respect to weeds. Six rhizobial strains isolated from pea plants were identified as members of the
Rhizobium leguminosarum
group and phenotypically characterized in depth by Phenotype Microarray (PM). Phenotypic differences observed were linked to their phylogeny. Then, strains were tested for their ability to stimulate the growth of the breeding lines ‘DS 3637–2’ and ‘DS 3795–3’. Reference strain
Rhizobium anhuiense
Z1 and
Rhizobium leguminosarum
sv.
viciae
14ZE showed the best symbiotic performances with breeding lines ‘DS 3637–2’ and ‘DS 3795–3’, respectively. Based on the obtained results,
R. leguminosarum
sv.
viciae
strain 14ZE appears to be a new effective inoculant of peas.
Journal Article