NICCOLÒ LIORNI

Dottore di ricerca

ciclo: XXXVII


supervisore: Prof. Viviana Caputo

Titolo della tesi: A multi-omics perspective on Huntington’s Disease

Huntington's disease (HD) is a rare neurodegenerative disorder caused by an expansion of the CAG trinucleotide repeat in exon 1 of the HTT gene. Early and accurate detection of this genetic mutation is vital for effective symptom management and enhancing the quality of life, especially in pediatric cases. This thesis addresses the pressing need for advanced tools to elucidate the complexities of HD pathogenesis, including somatic mosaicism and variability in repeat expansions. To this end, this thesis work implemented a novel computational tool, SearcHD, designed to facilitate precise and efficient genotyping of the HTT gene from Next Generation Sequencing (NGS) data in HD patients. SearcHD enhances somatic allele-calling accuracy and introduces innovative features such as somatic mosaicism index calculations and the detection of Loss of Interruption (LOI) events within the CAG repeat tract. This tool was applied to analyze NGS short-read data from a local cohort of HD patients, generating comprehensive genotypic profiles. Additionally, we performed mitochondrial genome sequencing on a subset of these patients, using a custom bioinformatics pipeline to identify pathogenic variants and to assess the burden of heteroplasmic variants, exploring their correlation with HD pathogenesis, and observing significant shifts in heteroplasmy levels over time, suggesting impaired mitochondrial turnover, especially in patients with early-onset HD. Furthermore, we analyzed brain expression data from two public datasets to evaluate transcriptional changes associated with adult- and juvenile-onset HD. We employed differential expression analysis and weighted gene co-expression network analysis (WGCNA) and we identified co-expressed gene clusters that may characterize HD phenotypes. Overall, this thesis presents a multi-layered exploration of HD, providing a bioinformatics framework that enhances the speed, precision, and accuracy of patient genotyping. In doing so, it aims to shed light on the intricacies of the molecular mechanisms underlying HD pathogenesis.

Produzione scientifica

11573/1687385 - 2023 - APOGEE 2: multi-layer machine-learning model for the interpretable prediction of mitochondrial missense variants
Bianco, S. D.; Parca, L.; Petrizzelli, F.; Biagini, T.; Giovannetti, A.; Liorni, N.; Napoli, A.; Carella, M.; Procaccio, V.; Lott, M. T.; Zhang, S.; Vescovi, A. L.; Wallace, D. C.; Caputo, V.; Mazza, T. - 01a Articolo in rivista
rivista: NATURE COMMUNICATIONS (London: Nature Publishing Group-Springer Nature) pp. 1-13 - issn: 2041-1723 - wos: WOS:001051577000011 (9) - scopus: 2-s2.0-85168340325 (11)

11573/1696064 - 2023 - Integrative CUT&Tag-RNA-Seq analysis of histone variant macroH2A1-dependent orchestration of human induced pluripotent stem cell reprogramming
Liorni, N.; Napoli, A.; Castellana, S.; Giallongo, S.; Rehakova, D.; Re, O. L.; Koutna, I.; Mazza, T.; Vinciguerra, M. - 01a Articolo in rivista
rivista: EPIGENOMICS (London: Future Medicine, 2009-) pp. 863-877 - issn: 1750-1911 - wos: WOS:001085184900001 (1) - scopus: 2-s2.0-85174748445 (0)

11573/1687384 - 2023 - Investigating Mitochondrial Gene Expression Patterns in Drosophila melanogaster Using Network Analysis to Understand Aging Mechanisms
Mangoni, M.; Petrizzelli, F.; Liorni, N.; Bianco, S. D.; Biagini, T.; Napoli, A.; Adinolfi, M.; Guzzi, P. H.; Novelli, A.; Caputo, V.; Mazza, T. - 01a Articolo in rivista
rivista: APPLIED SCIENCES (Basel: MDPI AG, 2011-) pp. 1-15 - issn: 2076-3417 - wos: WOS:001014093800001 (2) - scopus: 2-s2.0-85163986100 (2)

11573/1651207 - 2022 - KDM6A missense variants hamper H3 histone demethylation in lung squamous cell carcinoma
Biagini, Tommaso; Petrizzelli, Francesco; Bianco, Salvatore Daniele; Liorni, Niccolo'; Napoli, Alessandro; Castellana, Stefano; Luigi Vescovi, Angelo; Carella, Massimo; Caputo, Viviana; Mazza, Tommaso - 01a Articolo in rivista
rivista: COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL (Göteborg : Chalmers University of Technology, 2011-) pp. 3151-3160 - issn: 2001-0370 - wos: WOS:000822635400005 (5) - scopus: 2-s2.0-85132758976 (5)

11573/1640953 - 2022 - MiRLog and dbmiR: Prioritization and functional annotation tools to study human microRNA sequence variants
Giovannetti, Agnese; Bianco, Salvatore Daniele; Traversa, Alice; Panzironi, Noemi; Bruselles, Alessandro; Lazzari, Sara; Liorni, Niccolo'; Tartaglia, Marco; Carella, Massimo; Pizzuti, Antonio; Mazza, Tommaso; Caputo, Viviana - 01a Articolo in rivista
rivista: HUMAN MUTATION (John Wiley & Sons Incorporated:Customer Service, 111 River Street:Hoboken, NJ 07030:(800)225-5945, (201)748-6000, EMAIL: societyinfo@wiley.com, INTERNET: http://www.wiley.com, Fax: (212)748-6551) pp. - - issn: 1059-7794 - wos: WOS:000802100300001 (0) - scopus: 2-s2.0-85131158121 (0)

11573/1671203 - 2022 - Connecting the dots: A practical evaluation of web-tools for describing protein dynamics as networks
Petrizzelli, Francesco; Biagini, Tommaso; Bianco, Salvatore Daniele; Liorni, Niccolo'; Napoli, Alessandro; Castellana, Stefano; Mazza, Tommaso - 01a Articolo in rivista
rivista: FRONTIERS IN BIOINFORMATICS (Lausanne: Frontiers Media SA, [2021]-) pp. 1045368- - issn: 2673-7647 - wos: WOS:001087726500001 (3) - scopus: 2-s2.0-85174801294 (3)

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