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Di Stefano V, Guaraldi P, Romano A, Antonini G, Barilaro A, Briani C, Burattini M, Cani I, Carlini G, Ceccanti M, Cianci V, Cortelli P, Currò Dossi M, Di Lisi D, Di Muzio A, Falzone Y, Filosto M, Gasverde S, Gemelli C, Gentile L, Goglia M, Leonardi L, Longhi S, Lotti A, Manganelli F, Mazzeo A, Milella G, Novo G, Fenu S, Palumbo G, Petrelli C, Poli L, Pradotto LG, Russo M, Salvalaggio A, Sciarrone MA, Sellitti L, Tagliapietra M, Tozza S, Turri M, Verriello L, Vitali F, Brighina F, Luigetti M. Patisiran in ATTRv amyloidosis with polyneuropathy: "PatisiranItaly" multicenter observational study. J Neurol 2025; 272:209. [PMID: 39954098 PMCID: PMC11829936 DOI: 10.1007/s00415-025-12950-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2024] [Revised: 01/28/2025] [Accepted: 01/30/2025] [Indexed: 02/17/2025]
Abstract
BACKGROUND Hereditary amyloid transthyretin amyloidosis with polyneuropathy (ATTRv-PN) is a rare, inherited, multisystemic, progressive adult-onset disease, affecting sensorimotor nerves, and various organs. It is caused by mutations in the TTR gene, leading to misfolded monomers that aggregate, forming amyloid fibrils. Patisiran is a small, double-stranded interfering RNA encapsulated in a lipid nanoparticle, designed to enter hepatocytes and selectively target TTR mRNA to reduce both variant TTR and wild-type TTR (wt). This study presents a multicenter, real-life experience of patisiran's effectiveness and safety in ATTRv-PN. METHODS We enrolled genetically confirmed ATTRv-PN patients from 29 specialized Italian centers. All subjects underwent neurological assessments, including familial amyloid polyneuropathy (FAP) staging, the Neuropathy Impairment Score (NIS), quality-of-life assessment using the Norfolk Quality of Life-Diabetic Neuropathy (Norfolk QOL-DN) questionnaire, and the Compound Autonomic Dysfunction Test (CADT). Additional assessments included baseline and follow-up measures of serum NT-proBNP and interventricular septal thickness. RESULTS A total of 181 ATTRv patients (69% male) were enrolled. Neurological onset was reported in 60.2% of cases. At baseline, 83.4% of patients exhibited multisystemic involvement, while only 16.6% presented isolated polyneuropathy. For approximately 70% of patients, patisiran was the first treatment; the remainder transitioned from tafamidis or inotersen. Following treatment, most patients demonstrated stabilization of neuropathy progression, regardless of baseline disease severity or genotype. The treatment was well-tolerated, with 90% of patients reporting no adverse events. CONCLUSION Patisiran can be considered a valid therapeutic option for the management of patients with ATTRv amyloidosis. Considering its mechanism of action, similar outcomes could also be expected with the wider utilization of newly approved gene silencers for ATTRv therapy, such as vutrisiran.
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Affiliation(s)
- Vincenzo Di Stefano
- Department of Biomedicine, Neuroscience and Advanced Diagnostics (BIND), University of Palermo, Palermo, Italy
| | - Pietro Guaraldi
- IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italy
| | - Angela Romano
- Dipartimento di Neuroscienze, Organi di Senso e Torace, UOC Neurologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168, Rome, Italy
| | - Giovanni Antonini
- Department of Neurology Mental Health and Sensory Organs (NESMOS), Faculty of Medicine and Psychology, 'Sapienza' University of Rome and UniCamillus-Saint Camillus International University of Health Sciences, Rome, Italy
| | - Alessandro Barilaro
- AOU Careggi and Department of Neurosciences, Drug and Child Health, University of Florence, Florence, Italy
| | - Chiara Briani
- Neurology Unit, Department of Neuroscience, University of Padua, Padua, Italy
| | | | - Ilaria Cani
- IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italy
| | - Giulia Carlini
- Neurological Clinic, Department of Experimental and Clinical Medicine, Marche Polytechnic University, Ancona, Italy
| | - Marco Ceccanti
- Department of Human Neuroscience, Sapienza University of Rome, Rome, Italy
| | - Vittoria Cianci
- Neurology Unit, Great Metropolitan Hospital "Bianchi Melacrino Morelli", Reggio Calabria, Italy
| | - Pietro Cortelli
- IRCCS Istituto delle Scienze Neurologiche di Bologna, Bologna, Italy
| | | | - Daniela Di Lisi
- Division of Cardiology, University Hospital Paolo Giaccone, Palermo, Italy
| | - Antonio Di Muzio
- Department of Neuroscience, Imaging and Clinical Sciences, "G. D'Annunzio" University, Chieti, Italy
| | - Yuri Falzone
- Division of Neuroscience, Department of Neurology, Institute of Experimental Neurology, San Raffaele Scientific Institute, Milan, Italy
| | - Massimiliano Filosto
- Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy
- NeMO-Brescia Clinical Center for Neuromuscular Diseases, Brescia, Italy
| | | | | | - Luca Gentile
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Mariangela Goglia
- Neuromuscular Diseases Unit, Department of Systems Medicine, Tor Vergata University of Rome, Rome, Italy
| | - Luca Leonardi
- Neuromuscular and Rare Disease Centre, Neurology Unit, Sant'Andrea Hospital, Rome, Italy
| | - Simone Longhi
- Cardiology Unit, Cardiac Thoracic and Vascular Department, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Antonio Lotti
- AOU Careggi and Department of Neurosciences, Drug and Child Health, University of Florence, Florence, Italy
| | - Fiore Manganelli
- Department of Neuroscience, Reproductive and Odontostomatological Science, University of Naples 'Federico II', Naples, Italy
| | - Anna Mazzeo
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | - Giammarco Milella
- Neurology Unit, Department of Basic Medical Sciences, Neurosciences and Sense Organs, University of Bari Aldo Moro, Bari, Italy
| | - Giuseppina Novo
- Division of Cardiology, University Hospital Paolo Giaccone, Palermo, Italy
| | - Silvia Fenu
- S.C. Malattie Neurologiche Rare, Dipartimento di Neuroscienze Cliniche, Fondazione IRCCS Istituto Neurologico Carlo Besta, Milan, Italy
| | - Giovanni Palumbo
- Department of Neuroscience, Reproductive and Odontostomatological Science, University of Naples 'Federico II', Naples, Italy
| | | | - Loris Poli
- Unit of Neurology, ASST Spedali Civili, 25100, Brescia, Italy
| | - Luca Guglielmo Pradotto
- Department of Neuroscience "Rita Levi Montalcini", University of Turin, Turin, Italy
- IRCCS Istituto Auxologico Italiano, Piancavallo (Vb), Milan, Italy
| | - Massimo Russo
- Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy
| | | | | | - Luigi Sellitti
- IRCCS Istituto Auxologico Italiano, Piancavallo (Vb), Milan, Italy
| | - Matteo Tagliapietra
- Department of Neuroscience, Biomedicina e Movimento, Università di Verona, Verona, Italy
| | - Stefano Tozza
- Department of Neuroscience, Reproductive and Odontostomatological Science, University of Naples 'Federico II', Naples, Italy
| | - Mara Turri
- Dipartimento di Neurologia/Stroke Unit, Ospedale di Bolzano, Bolzano, Italy
| | - Lorenzo Verriello
- Neurology Unit, Department of Neurosciences, University Hospital Santa Maria della Misericordia, Udine, Italy
| | - Francesca Vitali
- Department of Neuroscience, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Filippo Brighina
- Department of Biomedicine, Neuroscience and Advanced Diagnostics (BIND), University of Palermo, Palermo, Italy
| | - Marco Luigetti
- Dipartimento di Neuroscienze, Organi di Senso e Torace, UOC Neurologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Largo Agostino Gemelli, 8, 00168, Rome, Italy.
- Department of Neuroscience, Università Cattolica del Sacro Cuore, Rome, Italy.
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Huang X, Sun C, Chen H, Zhao C, Lin J. Efficacy and safety of patisiran for ATTRv-PN: a systematic review and meta-analysis. Ther Adv Neurol Disord 2024; 17:17562864241273079. [PMID: 39282636 PMCID: PMC11393801 DOI: 10.1177/17562864241273079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Accepted: 07/05/2024] [Indexed: 09/19/2024] Open
Abstract
Background Hereditary transthyretin amyloidosis (ATTRv; v for variant) with polyneuropathy is a rare, progressive, and fatal autosomal dominant disorder. Therapies such as liver transplantation and TTR stabilizations have limitations. Patisiran is a small interfering RNA (siRNA), offering potential as a genetic-level therapy for hereditary transthyretin amyloidosis with polyneuropathy (ATTRv-PN). However, evidence on patisiran's efficacy and safety for ATTRv-PN remains limited. Objectives This study aimed to further clarify patisiran's efficacy and safety for ATTRv-PN by meta-analysis. Design Systematic review and meta-analysis. Methods After literature searches in PubMed, Ovid MEDLINE, Embase, JBI EBP, Cochrane, and ClinicalTrials.gov databases on 7 June 2024, 11 studies with 503 patients were included and clinical data were extracted. Results Results showed an 88% (95% confidence interval (CI): 81%-94%) pooled responsiveness rate. The standardized mean difference of modified Neuropathy Impairment Score plus 7 nerve tests (mNIS + 7) scores was -0.18 (95% CI: -0.32 to -0.03, p-value 0.018) and Norfolk Quality of Life-Diabetic Neuropathy was -0.21 (95% CI: -0.35 to -0.08, p-value 0.002). In total, 413 adverse events (AEs) (84.8%), 158 serious AEs (32.4%), and 37 deaths (7.6%) were recorded. Most of AEs were mild to moderate. No deaths were attributed to patisiran. However, there is no statistically significant improvement in Neuropathy Impairment Scores. Conclusion In conclusion, patisiran was effective and safe for patients with ATTRv-PN. More large-scale clinical trials and long-term studies are necessary to further validate patisiran's efficacy and safety. Trial registration PROSPERO registration ID: CRD42023428838.
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Affiliation(s)
- Xinyue Huang
- Department of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Chong Sun
- Department of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Haofeng Chen
- Department of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Chongbo Zhao
- Department of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
| | - Jie Lin
- Department of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, 12# Wulumuqi Zhong Road, Shanghai 200040, China
- Rare Disease Center, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
- National Center for Neurological Disorders, Shanghai, China
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Di Stefano V, Guaraldi P, Giglia F, Cani I, Pignolo A, Codeluppi L, Alonge P, Canali E, De Lisi G, Florena AM, Borgione E, Brighina F. Successful Treatment with Patisiran in Amyloid Polyneuropathy Harboring His90Asn Mutation in the TTR Gene. Brain Sci 2024; 14:519. [PMID: 38928520 PMCID: PMC11201476 DOI: 10.3390/brainsci14060519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 05/18/2024] [Accepted: 05/19/2024] [Indexed: 06/28/2024] Open
Abstract
Hereditary transthyretin amyloidosis (hATTR) is a multisystemic, rare, inherited, progressive and adult-onset disease, affecting the sensory-motor nerves, heart, autonomic function, and other organs. There are over 130 mutations known in the TTR gene. The His90Asn mutation has been previously reported in several reports, but its pathogenetic role is still debated. We report two sporadic cases of adult women with a heterozygous His90Asn mutation in TTR gene and neurological involvement extensively investigated. A typical Congo red-positive pathologic deposition of amyloid fibrils in the salivary glands was documented in one subject. Patients were successfully treated with patisiran with a good clinical outcome. These data support a pathogenetic role of His90Asn mutation in hATTR, and suggest early treatment in symptomatic carriers of His90Asn mutation.
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Affiliation(s)
- Vincenzo Di Stefano
- Department of Biomedicine, Neuroscience, and Advanced Diagnostic (BIND), University of Palermo, 90129 Palermo, Italy; (A.P.); (P.A.); (F.B.)
| | - Pietro Guaraldi
- IRCCS Istituto delle Scienze Neurologiche di Bologna, 40139 Bologna, Italy; (P.G.); (I.C.)
| | - Francesca Giglia
- Unit of Neurology with Stroke Unit, S. Giovanni di Dio Hospital, 92100 Agrigento, Italy;
| | - Ilaria Cani
- IRCCS Istituto delle Scienze Neurologiche di Bologna, 40139 Bologna, Italy; (P.G.); (I.C.)
| | - Antonia Pignolo
- Department of Biomedicine, Neuroscience, and Advanced Diagnostic (BIND), University of Palermo, 90129 Palermo, Italy; (A.P.); (P.A.); (F.B.)
| | - Luca Codeluppi
- Neurology Unit, Neuromotor & Rehabilitation Department, Azienda USL-IRCCS di Reggio Emilia, 42122 Reggio Emilia, Italy; (L.C.); (E.C.)
| | - Paolo Alonge
- Department of Biomedicine, Neuroscience, and Advanced Diagnostic (BIND), University of Palermo, 90129 Palermo, Italy; (A.P.); (P.A.); (F.B.)
| | - Elena Canali
- Neurology Unit, Neuromotor & Rehabilitation Department, Azienda USL-IRCCS di Reggio Emilia, 42122 Reggio Emilia, Italy; (L.C.); (E.C.)
| | - Giovanni De Lisi
- Department of Health Promotion Sciences Maternal and Infantile Care, Internal Medicine and Medical Specialties, University of Palermo, 90133 Palermo, Italy; (G.D.L.); (A.M.F.)
| | - Ada Maria Florena
- Department of Health Promotion Sciences Maternal and Infantile Care, Internal Medicine and Medical Specialties, University of Palermo, 90133 Palermo, Italy; (G.D.L.); (A.M.F.)
| | - Eugenia Borgione
- Unit of Neuromuscular Diseases, Oasi Research Institute-IRCCS, Via Conte Ruggero 73, 94018 Troina, Italy;
| | - Filippo Brighina
- Department of Biomedicine, Neuroscience, and Advanced Diagnostic (BIND), University of Palermo, 90129 Palermo, Italy; (A.P.); (P.A.); (F.B.)
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Leale I, Di Stefano V, Costanza C, Brighina F, Roccella M, Palma A, Battaglia G. Telecoaching: a potential new training model for Charcot-Marie-Tooth patients: a systematic review. Front Neurol 2024; 15:1359091. [PMID: 38784904 PMCID: PMC11112069 DOI: 10.3389/fneur.2024.1359091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Accepted: 04/24/2024] [Indexed: 05/25/2024] Open
Abstract
Introduction Charcot-Marie-Tooth disease (CMT) is an inherited neuropathy that affects the sensory and motor nerves. It can be considered the most common neuromuscular disease, with a prevalence of 1/2500. Methods Considering the absence of a specific medical treatment and the benefits shown by physical activity in this population, a systematic review was completed using several search engines (Scopus, PubMed, and Web of Science) to analyze the use, effectiveness, and safety of a training program performed in telecoaching (TC). TC is a new training mode that uses mobile devices and digital technology to ensure remote access to training. Results Of the 382 studies identified, only 7 met the inclusion criteria. The effects of a TC training program included improvements in strength, cardiovascular ability, and functional abilities, as well as gait and fatigue. However, the quality of the studies was moderate, the size of the participants in each study was small, and the outcome measured was partial. Discussion Although many studies have identified statistically significant changes following the administration of the TC training protocol, further studies are needed, with appropriate study power, better quality, and a higher sample size.
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Affiliation(s)
- Ignazio Leale
- Sport and Exercise Research Unit, Department of Psychology, Educational Sciences and Human Movement, University of Palermo, Palermo, Italy
- Ph.D. Program in Health Promotion and Cognitive Sciences, University of Palermo, Palermo, Italy
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Palermo, Italy
| | - Vincenzo Di Stefano
- Neurology Unit, Department of Biomedicine, Neuroscience, and Advanced Diagnostics (BiND), University of Palermo, Palermo, Italy
| | - Carola Costanza
- Department of Sciences for Health Promotion and Mother and Child Care “G. D’Alessandro”, University of Palermo, Palermo, Italy
| | - Filippo Brighina
- Neurology Unit, Department of Biomedicine, Neuroscience, and Advanced Diagnostics (BiND), University of Palermo, Palermo, Italy
| | - Michele Roccella
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Palermo, Italy
| | - Antonio Palma
- Sport and Exercise Research Unit, Department of Psychology, Educational Sciences and Human Movement, University of Palermo, Palermo, Italy
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Palermo, Italy
| | - Giuseppe Battaglia
- Sport and Exercise Research Unit, Department of Psychology, Educational Sciences and Human Movement, University of Palermo, Palermo, Italy
- Department of Psychology, Educational Science and Human Movement, University of Palermo, Palermo, Italy
- Regional Sports School of Italian National Olympic Committee (CONI) Sicilia, Palermo, Italy
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Sarzani R, Spannella F, Di Pentima C, Giulietti F, Landolfo M, Allevi M. Molecular Therapies in Cardiovascular Diseases: Small Interfering RNA in Atherosclerosis, Heart Failure, and Hypertension. Int J Mol Sci 2023; 25:328. [PMID: 38203499 PMCID: PMC10778861 DOI: 10.3390/ijms25010328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2023] [Revised: 12/19/2023] [Accepted: 12/23/2023] [Indexed: 01/12/2024] Open
Abstract
Small interfering RNA (siRNA) represents a novel, fascinating therapeutic strategy that allows for selective reduction in the production of a specific protein through RNA interference. In the cardiovascular (CV) field, several siRNAs have been developed in the last decade. Inclisiran has been shown to significantly reduce low-density lipoprotein cholesterol (LDL-C) circulating levels with a reassuring safety profile, also in older patients, by hampering proprotein convertase subtilisin/kexin type 9 (PCSK9) production. Olpasiran, directed against apolipoprotein(a) mRNA, prevents the assembly of lipoprotein(a) [Lp(a)] particles, a lipoprotein linked to an increased risk of ischemic CV disease and heart valve damage. Patisiran, binding transthyretin (TTR) mRNA, has demonstrated an ability to improve heart failure and polyneuropathy in patients with TTR amyloidosis, even in older patients with wild-type form. Zilebesiran, designed to reduce angiotensinogen secretion, significantly decreases systolic and diastolic blood pressure (BP). Thanks to their effectiveness, safety, and tolerability profile, and with a very low number of administrations in a year, thus overcoming adherence issues, these novel drugs are the leaders of a new era in molecular therapies for CV diseases.
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Affiliation(s)
- Riccardo Sarzani
- Internal Medicine and Geriatrics, ESH “Hypertension Excellence Centre”, SISA LIPIGEN Centre, IRCCS INRCA, 60127 Ancona, Italy; (R.S.); (M.L.)
- Department of Clinical and Molecular Sciences, University “Politecnica delle Marche”, 60126 Ancona, Italy
| | - Francesco Spannella
- Internal Medicine and Geriatrics, ESH “Hypertension Excellence Centre”, SISA LIPIGEN Centre, IRCCS INRCA, 60127 Ancona, Italy; (R.S.); (M.L.)
- Department of Clinical and Molecular Sciences, University “Politecnica delle Marche”, 60126 Ancona, Italy
| | - Chiara Di Pentima
- Internal Medicine and Geriatrics, ESH “Hypertension Excellence Centre”, SISA LIPIGEN Centre, IRCCS INRCA, 60127 Ancona, Italy; (R.S.); (M.L.)
| | - Federico Giulietti
- Internal Medicine and Geriatrics, ESH “Hypertension Excellence Centre”, SISA LIPIGEN Centre, IRCCS INRCA, 60127 Ancona, Italy; (R.S.); (M.L.)
| | - Matteo Landolfo
- Internal Medicine and Geriatrics, ESH “Hypertension Excellence Centre”, SISA LIPIGEN Centre, IRCCS INRCA, 60127 Ancona, Italy; (R.S.); (M.L.)
- Department of Clinical and Molecular Sciences, University “Politecnica delle Marche”, 60126 Ancona, Italy
| | - Massimiliano Allevi
- Internal Medicine and Geriatrics, ESH “Hypertension Excellence Centre”, SISA LIPIGEN Centre, IRCCS INRCA, 60127 Ancona, Italy; (R.S.); (M.L.)
- Department of Clinical and Molecular Sciences, University “Politecnica delle Marche”, 60126 Ancona, Italy
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Zhang W, Ding J, Wang W, Wang D, Pan Y, Xu D. Status and Future Directions of Therapeutics and Prognosis of Cardiac Amyloidosis. Ther Clin Risk Manag 2023; 19:581-597. [PMID: 37457506 PMCID: PMC10348342 DOI: 10.2147/tcrm.s414821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 06/19/2023] [Indexed: 07/18/2023] Open
Abstract
Accumulation of aberrant proteins in the heart causes cardiac amyloidosis, an uncommon and complicated illness. It can be classified into two main types: light chain (AL) and transthyretin (ATTR). The diagnosis of cardiac amyloidosis is challenging due to its non-specific clinical presentation and lack of definitive diagnostic tests. Diagnostic accuracy has increased with the advent of modern imaging methods, including cardiac magnetic resonance imaging (MRI) and positron emission tomography (PET) scans. Depending on the severity of cardiac amyloidosis, a number of treatments may be attempted and specified according to the subtype of amyloidosis and the presence of complications. However, there are still significant challenges in treating this condition due to its complexity and lack of effective treatments. The prognosis for patients with cardiac amyloidosis is poor. Despite recent advances in diagnosis and treatment, there is still a need for more effective treatments to improve outcomes for patients with this condition. Therefore, we aim to review the current and future therapeutics reported in the literature and among ongoing clinical trials recruiting patients with CA.
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Affiliation(s)
- Wenbing Zhang
- Department of Cardiology, Jilin Province FAW General Hospital, Changchun, 130000, People’s Republic of China
| | - Jian Ding
- Department of Electrodiagnosis, Jilin Province FAW General Hospital, Changchun, 130000, People’s Republic of China
| | - Wenhai Wang
- Department of Cardiology, Jilin Province FAW General Hospital, Changchun, 130000, People’s Republic of China
| | - Duo Wang
- Department of Geriatrics, Jilin Province FAW General Hospital, Changchun, 130000, People’s Republic of China
| | - Yinping Pan
- Department of Pediatrics, Jilin Province FAW General Hospital, Changchun, 130000, People’s Republic of China
| | - Dexin Xu
- Department of Orthopedics, Jilin Province FAW General Hospital, Changchun, 130000, People’s Republic of China
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Di Stefano V, Prinzi F, Luigetti M, Russo M, Tozza S, Alonge P, Romano A, Sciarrone MA, Vitali F, Mazzeo A, Gentile L, Palumbo G, Manganelli F, Vitabile S, Brighina F. Machine Learning for Early Diagnosis of ATTRv Amyloidosis in Non-Endemic Areas: A Multicenter Study from Italy. Brain Sci 2023; 13:brainsci13050805. [PMID: 37239276 DOI: 10.3390/brainsci13050805] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 05/12/2023] [Accepted: 05/14/2023] [Indexed: 05/28/2023] Open
Abstract
BACKGROUND Hereditary transthyretin amyloidosis with polyneuropathy (ATTRv) is an adult-onset multisystemic disease, affecting the peripheral nerves, heart, gastrointestinal tract, eyes, and kidneys. Nowadays, several treatment options are available; thus, avoiding misdiagnosis is crucial to starting therapy in early disease stages. However, clinical diagnosis may be difficult, as the disease may present with unspecific symptoms and signs. We hypothesize that the diagnostic process may benefit from the use of machine learning (ML). METHODS 397 patients referring to neuromuscular clinics in 4 centers from the south of Italy with neuropathy and at least 1 more red flag, as well as undergoing genetic testing for ATTRv, were considered. Then, only probands were considered for analysis. Hence, a cohort of 184 patients, 93 with positive and 91 (age- and sex-matched) with negative genetics, was considered for the classification task. The XGBoost (XGB) algorithm was trained to classify positive and negative TTR mutation patients. The SHAP method was used as an explainable artificial intelligence algorithm to interpret the model findings. RESULTS diabetes, gender, unexplained weight loss, cardiomyopathy, bilateral carpal tunnel syndrome (CTS), ocular symptoms, autonomic symptoms, ataxia, renal dysfunction, lumbar canal stenosis, and history of autoimmunity were used for the model training. The XGB model showed an accuracy of 0.707 ± 0.101, a sensitivity of 0.712 ± 0.147, a specificity of 0.704 ± 0.150, and an AUC-ROC of 0.752 ± 0.107. Using the SHAP explanation, it was confirmed that unexplained weight loss, gastrointestinal symptoms, and cardiomyopathy showed a significant association with the genetic diagnosis of ATTRv, while bilateral CTS, diabetes, autoimmunity, and ocular and renal involvement were associated with a negative genetic test. CONCLUSIONS Our data show that ML might potentially be a useful instrument to identify patients with neuropathy that should undergo genetic testing for ATTRv. Unexplained weight loss and cardiomyopathy are relevant red flags in ATTRv in the south of Italy. Further studies are needed to confirm these findings.
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Affiliation(s)
- Vincenzo Di Stefano
- Department of Biomedicine, Neuroscience and Advanced Diagnostics (BiND), University of Palermo, 90127 Palermo, Italy
| | - Francesco Prinzi
- Department of Biomedicine, Neuroscience and Advanced Diagnostics (BiND), University of Palermo, 90127 Palermo, Italy
| | - Marco Luigetti
- Fondazione Policlinico Universitario A, Gemelli-IRCCS, UOC Neurologia, 00168 Rome, Italy
- Department of Neurosciences, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Massimo Russo
- Department of Clinical and Experimental Medicine, University of Messina, 98182 Messina, Italy
| | - Stefano Tozza
- Department of Neuroscience, Reproductive and Odontostomatological Science, University of Naples "Federico II", 80131 Naples, Italy
| | - Paolo Alonge
- Department of Biomedicine, Neuroscience and Advanced Diagnostics (BiND), University of Palermo, 90127 Palermo, Italy
| | - Angela Romano
- Fondazione Policlinico Universitario A, Gemelli-IRCCS, UOC Neurologia, 00168 Rome, Italy
- Department of Neurosciences, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Maria Ausilia Sciarrone
- Fondazione Policlinico Universitario A, Gemelli-IRCCS, UOC Neurologia, 00168 Rome, Italy
- Department of Neurosciences, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Francesca Vitali
- Fondazione Policlinico Universitario A, Gemelli-IRCCS, UOC Neurologia, 00168 Rome, Italy
- Department of Neurosciences, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Anna Mazzeo
- Department of Clinical and Experimental Medicine, University of Messina, 98182 Messina, Italy
| | - Luca Gentile
- Department of Clinical and Experimental Medicine, University of Messina, 98182 Messina, Italy
| | - Giovanni Palumbo
- Department of Neuroscience, Reproductive and Odontostomatological Science, University of Naples "Federico II", 80131 Naples, Italy
| | - Fiore Manganelli
- Department of Neuroscience, Reproductive and Odontostomatological Science, University of Naples "Federico II", 80131 Naples, Italy
| | - Salvatore Vitabile
- Department of Biomedicine, Neuroscience and Advanced Diagnostics (BiND), University of Palermo, 90127 Palermo, Italy
| | - Filippo Brighina
- Department of Biomedicine, Neuroscience and Advanced Diagnostics (BiND), University of Palermo, 90127 Palermo, Italy
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