Giorgio Valentini
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Explore the profile of Giorgio Valentini including associated specialties, affiliations and a list of published articles.
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75
Citations
1015
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Recent Articles
11.
Cappelletti L, Fontana T, Casiraghi E, Ravanmehr V, Callahan T, Cano C, et al.
Nat Comput Sci
. 2024 Jan;
3(6):552-568.
PMID: 38177435
Graph representation learning methods opened new avenues for addressing complex, real-world problems represented by graphs. However, many graphs used in these applications comprise millions of nodes and billions of edges...
12.
Valentini G, Malchiodi D, Gliozzo J, Mesiti M, Soto-Gomez M, Cabri A, et al.
Front Bioinform
. 2023 Dec;
3:1304099.
PMID: 38076030
The recent breakthroughs of Large Language Models (LLMs) in the context of natural language processing have opened the way to significant advances in protein research. Indeed, the relationships between human...
13.
Antony B, Blau H, Casiraghi E, Loomba J, Callahan T, Laraway B, et al.
EBioMedicine
. 2023 Sep;
96:104777.
PMID: 37672869
Background: The cause and symptoms of long COVID are poorly understood. It is challenging to predict whether a given COVID-19 patient will develop long COVID in the future. Methods: We...
14.
Reese J, Danis D, Caufield J, Groza T, Casiraghi E, Valentini G, et al.
medRxiv
. 2023 Jul;
PMID: 37503093
Objective: Large Language Models such as GPT-4 previously have been applied to differential diagnostic challenges based on published case reports. Published case reports have a sophisticated narrative style that is...
15.
Chan L, Casiraghi E, Putman T, Reese J, Harmon Q, Schaper K, et al.
medRxiv
. 2023 Jul;
PMID: 37502882
Objective: Female reproductive disorders (FRDs) are common health conditions that may present with significant symptoms. Diet and environment are potential areas for FRD interventions. We utilized a knowledge graph (KG)...
16.
Karlebach G, Carmody L, Sundaramurthi J, Casiraghi E, Hansen P, Reese J, et al.
Bioinformatics
. 2023 Mar;
39(4).
PMID: 36929917
Motivation: Advances in RNA sequencing technologies have achieved an unprecedented accuracy in the quantification of mRNA isoforms, but our knowledge of isoform-specific functions has lagged behind. There is a need...
17.
Casiraghi E, Wong R, Hall M, Coleman B, Notaro M, Evans M, et al.
J Biomed Inform
. 2023 Jan;
139:104295.
PMID: 36716983
Healthcare datasets obtained from Electronic Health Records have proven to be extremely useful for assessing associations between patients' predictors and outcomes of interest. However, these datasets often suffer from missing...
18.
Ferre L, Clarelli F, Pignolet B, Mascia E, Frasca M, Santoro S, et al.
J Pers Med
. 2023 Jan;
13(1).
PMID: 36675783
A personalized approach is strongly advocated for treatment selection in Multiple Sclerosis patients due to the high number of available drugs. Machine learning methods proved to be valuable tools in...
19.
Reese J, Blau H, Casiraghi E, Bergquist T, Loomba J, Callahan T, et al.
EBioMedicine
. 2022 Dec;
87:104413.
PMID: 36563487
Background: Stratification of patients with post-acute sequelae of SARS-CoV-2 infection (PASC, or long COVID) would allow precision clinical management strategies. However, long COVID is incompletely understood and characterised by a...
20.
Cappelletti L, Petrini A, Gliozzo J, Casiraghi E, Schubach M, Kircher M, et al.
BMC Bioinformatics
. 2022 Dec;
23(Suppl 2):154.
PMID: 36510125
Background: Cis-regulatory regions (CRRs) are non-coding regions of the DNA that fine control the spatio-temporal pattern of transcription; they are involved in a wide range of pivotal processes such as...