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Machado, Pedro

https://orcid.org/0000-0002-8411-7972

Mayo Clinic

UCL Biomedical Research Centre

Citations 14

TDP-43 pathology induces CD8 + T cell activation through cryptic epitope recognition
Chizari, Shahab , Kong, Steven Lingyang, Saigal, Vidur J., Turchetti, Valentina, Chen, Bingxian, Devine, Connor C., Zampedri, Luca, Skorupinska, Iwona, Minicuci, Giacomo Maria, Paron, Francesca, Tonin, Paola , Marchetto, Giulia, Li, Ziyi , Colón-Mercado, Jennifer M., Barattucci, Simone, Soltic, Darija, Dattilo, Dario, Gatt, Ariana, Hembrador, Jada M., Capasso, Guido, Frezzato, Federica, Trentin, Livio, Lin, Elisabeth, Lopes, Raquel, Routledge, Nathan, Qi, Yue A., Hanna, Michael G., Ward, Michael, Petrucelli, Leonard , Buratti, Emanuele , Machado, Pedro , Fratta, Pietro, Jiang, Ning , Hanna, Michael G. , Ward, Michael E. , Fratta, Pietro , Fratta, Pietro , Kong, Steven , Ward, Michael E , Romano, Maurizio , Machado, Pedro M , Fratta, Pietro , Fratta, Pietro , Zanovello, Matteo , Brown, Anna‐Leigh , Chen, Bingxian, Devine, Connor C., Zampedri, Luca, Skorupinska, Iwona, Minicuci, Giacomo Maria, Paron, Francesca, Marchetto, Giulia, Li, Ziyi, Colón-Mercado, Jennifer M., Barattucci, Simone, Soltic, Darija, Dattilo, Dario, Gatt, Ariana P. , Hembrador, Jada M., Capasso, Guido, Frezzato, Federica, Trentin, Livio, Lin, Elisabeth, Lopes, Raquel, Routledge, Nathan, Qi, Yue A., Hanna, Michael G., Ward, Michael, Vattemi, Gaetano Nicola Alfio , Malaspina, Andrea , Merve, Ashirwad , Sorarú, Gianni , Jiang, Ning

No container title available | June 27, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2025.06.22.660773 Get It

Abstract Aggregation and nuclear depletion of the RNA binding protein TDP-43 are the crucial pathological features of amyotrophic lateral sclerosis (ALS) and inclusion body myositis (IBM), two degenerative diseases of the CNS and muscle. The loss of TDP-43 nuclear function results in the aberrant inclusion of cryptic exons in mRNA transcripts, leading to the expression of de novo proteins. Clonally expanded and highly differentiated CD8 + T cells have been observed in individuals with TDP-43 proteinopathies and therapeutics modulating the T cell response have recently been found to extend survival. However, the target antigens mediating T cell activation have remained elusive. Here, we investigate whether the de novo proteins induced by aberrant cryptic splicing due to TDP-43 nuclear loss can act as neo-antigens. We detect the HDGFL2 cryptic peptide and multiple other TDP-43 cryptic exons in IBM skeletal muscle, where their presence correlates with enrichment of T cells and class I antigen presentation pathways. Furthermore, we identify epitopes deriving from HDGFL2 and IGLON5 cryptic peptides which are recognized by clonally expanded and functionally differentiated populations of CD8 + T cells in ALS and IBM Patients. Finally, we demonstrate that T cells engineered to express the identified TCRs can bind and activate in response to the cryptic peptide derived epitopes (cryptic epitopes) and are able to kill TDP-43 deficient astrocytes. This work identifies for the first time specific T cell antigens in ALS and IBM, directly linking adaptive immune response to TDP-43 pathology.
ProtPipe: A Multifunctional Data Analysis Pipeline for Proteomics and Peptidomics
Li, Ziyi , Weller, Cory A. , Shah, Syed Islamuddin , Johnson, Nicholas L. , Hao, Ying , Roberts, Jessica P. , Guha, Deyaan, Bereda, Colleen , Klaisner, Sydney, Machado, Pedro , Zanovello, Matteo , Prudencio, Mercedes , Staff, Nathan P. , Fratta, Pietro , Petrucelli, Leonard , Cookson, Mark , Ward, Michael E. , Singleton, Andrew , Nalls, Mike A. , Fratta, Pietro , Shah, Syed I , Jarreau, Paige B , Roberts, Jessica , Guha, Deyaan , Bereda, Colleen , Klaisner, Sydney , Machado, Pedro M , Zanovello, Matteo , Prudencio, Mercedes , Oskarsson, Björn , Staff, Nathan P , Dickson, Dennis W , Fratta, Pietro , Petrucelli, Leonard , Narayan, Priyanka , Ward, Michael E , Singleton, Andrew B , Nalls, Mike A , Qi, Yue A , Li, Ziyi , Fratta, Pietro , Johnson, Nicholas L , Oskarsson, Björn , Dickson, Dennis W. , Qi, Yue

Genomics, Proteomics & Bioinformatics | November 22, 2024 | Volume: 22 | Issue: 6 | Pages: No page available

10.1093/gpbjnl/qzae083 Get It

Abstract Mass spectrometry (MS) is a technique widely employed for the identification and characterization of proteins, with personalized medicine, systems biology, and biomedical applications. The application of MS-based proteomics advances our understanding of protein function, cellular signaling, and complex biological systems. MS data analysis is a critical process that includes identifying and quantifying proteins and peptides and then exploring their biological functions in downstream analyses. To address the complexities associated with MS data analysis, we developed ProtPipe to streamline and automate the processing and analysis of high-throughput proteomics and peptidomics datasets with DIA-NN preinstalled. The pipeline facilitates data quality control, sample filtering, and normalization, ensuring robust and reliable downstream analyses. ProtPipe provides downstream analyses, including protein and peptide differential abundance identification, pathway enrichment analysis, protein–protein interaction analysis, and major histocompatibility complex (MHC)–peptide binding affinity analysis. ProtPipe generates annotated tables and visualizations by performing statistical post-processing and calculating fold changes between predefined pairwise conditions in an experimental design. It is an open-source, well-documented tool available at https://github.com/NIH-CARD/ProtPipe, with a user-friendly web interface.
Comparison of clinical features between patients with anti-synthetase syndrome and dermatomyositis: results from the MYONET registry
Hum, Ryan Malcolm , Lamb, Janine A. , Oldroyd, Alexander , Wang, Guochun , Wedderburn, Lucy R, Diederichsen, Louise Pyndt , Schmidt, Jens , Danieli, Maria Giovanna , Oakley, Paula, Griger, Zoltán , Phuong, Thuy Nguyen Thi , Kodishala, Chanakya , Mercado, Mónica Vázquez-Del , Andersson, Helena , Paepe, Boél De , Maurer, Britta , McCann, Liza , Pipitone, Nicolò , McHugh, Neil , New, Robert P, Ollier, William , Krogh, Niels Steen , Lundberg, Ingrid E. , Chinoy, Hector , Registry, MYONET, D’hose, Sophie, Lu, Xin , Tian, Xiaolan , Pleštilová, Lenka, Barochová, Tereza, Kubínová, Kateřina , Gelardi, Chiara, Paladini, Alberto , Piga, Mario Andrea , Jara, Luis J. , Cruz‐Reyes, Claudia , Andrade-Ortega, Lilia, Medrano-Ramírez, Gabriel , Salazar-Páramo, Mario , Chavarría-Ávila, Efrain , Aguilar-Vázquez, Andrea, Anda, Jesús-Aureliano Robles-De , Molberg, Øyvind , Dastmalchi, Maryam, Notarnicola, Antonella , Gheorghe, Karina, Liden, Maria, Hanna, Balsam , Jalal, Awat, Hellström, Helena, Martineus, Jehns Christian, New, Paul, Platt, Hazel, Ahmed, Yasmeen , Armstrong, Raymond, Bernstein, Robert, Black, Carol M., Butler, Robin, Carty, John , Chattopadhyay, Chandra, Chelliah, E G, Clarke, Fiona, Dawes, P. T., Devlin, Joseph, Edwards, Christopher, Emery, Paul , Fordham, J. L. A., Fraser, Alexander, Gaston, Hill, Gordon, Patrick , Griffiths, Bridget , Gunawardena, Harsha , Hall, Frances, Hanna, Michael G. , Harrison, Beverley, Hay, Elaine M. , Hilton‐Jones, David, Horden, Lesley, Jones, Adrian, Kamath, Sanjeet, Kennedy, Thomas J. , Klimiuk, P S, Knights, Sally, Lambert, John, Laxminarayan, Ramasharan, Lecky, Bryan, Marks, Jeffrey M., Martin, Michael F., McGonagle, Dennis , McHugh, Neil, McKenna, Francis, McLaren, John, McMahon, Michael , McRorie, Euan , Merry, P, Miller, James , Nicholls, Anne, Ong, Voon , Over, K. E., Packham, John, Pipitone, Nicolo, Plant, Michael, Pountain, G., Pullar, T, Roberts, Mark, Scott, David A. , Shadforth, M F, Sheeran, Thomas, Srinivasan, Arul, Swinson, David, Teh, Lee‐Suan , Webley, M, Winer, Jonathan M., Wedderburn, Lucy R. , Lilleker, James B , Lamb, Janine A , Oldroyd, Alexander G S , Wedderburn, Lucy R , Griger, Zoltan , Nguyen Thi Phuong, Thuy , Kodishala, Chanakya , Vazquez-Del Mercado, Monica , De Paepe, Boel , McHugh, Neil , Vencovsky, Jiri , Lundberg, Ingrid E , Chinoy, Hector , McCann, Liza J , Bleecker, Jan De , Vencovský, Jiří , Registry, MYONET, Mann, H. , Kryštůfková, Olga , Klein, Martin , Saavedra, Miguel A , Lastra, Olga Lidia Vera , Satoh, Minoru , Petri, Marcelo H. , Rönnelid, Johan , Lan, Nguyễn Thị Ngọc , Padyukov, Leonid , Rothwell, Simon W. , Bernstein, Robert, Bowman, Simon , Bruce, Ian N , Carty, John, Denton, Christopher P. , Edwards, Christopher, Fordham, John, Isaacs, John Dudley , Isenberg, David , Kitas, George D. , Lanyon, Peter , Luqmani, Raashid Ahmed , Machado, Pedro , Marks, Jeffrey, Martin, Michael, McHugh, Neil, Miles, Sarah, Nixon, Jennifer, Ong, Voon, Packham, John, Pipitone, Nicolo, Sanders, Paul W. , Williams, Brian, Winer, Jonathan

Rheumatology | September 11, 2023 | Volume: 63 | Issue: 8 | Pages: 2093-2100

10.1093/rheumatology/kead481 Get It

Abstract Objectives To compare clinical characteristics, including the frequency of cutaneous, extramuscular manifestations and malignancy, between adults with anti-synthetase syndrome (ASyS) and DM. Methods Using data regarding adults from the MYONET registry, a cohort of DM patients with anti-Mi2/-TIF1γ/-NXP2/-SAE/-MDA5 autoantibodies, and a cohort of ASyS patients with anti-tRNA synthetase autoantibodies (anti-Jo1/-PL7/-PL12/-OJ/-EJ/-Zo/-KS) were identified. Patients with DM sine dermatitis or with discordant dual autoantibody specificities were excluded. Sub-cohorts of patients with ASyS with or without skin involvement were defined based on presence of DM-type rashes (heliotrope rash, Gottron’s papules/sign, violaceous rash, shawl sign, V-sign, erythroderma, and/or periorbital rash). Results In total 1054 patients were included (DM, n = 405; ASyS, n = 649). In the ASyS cohort, 31% (n = 203) had DM-type skin involvement (ASyS-DMskin). A higher frequency of extramuscular manifestations, including Mechanic’s hands, Raynaud’s phenomenon, arthritis, interstitial lung disease and cardiac involvement differentiated ASyS-DMskin from DM (all P < 0.001), whereas higher frequency of any of four DM-type rashes—heliotrope rash (n = 248, 61% vs n = 90, 44%), violaceous rash (n = 166, 41% vs n = 57, 9%), V-sign (n = 124, 31% vs n = 28, 4%), and shawl sign (n = 133, 33% vs n = 18, 3%)—differentiated DM from ASyS-DMskin (all P < 0.005). Cancer-associated myositis (CAM) was more frequent in DM (n = 67, 17%) compared with ASyS (n = 21, 3%) and ASyS-DMskin (n = 7, 3%) cohorts (both P < 0.001). Conclusion DM-type rashes are frequent in patients with ASyS; however, distinct clinical manifestations differentiate these patients from classical DM. Skin involvement in ASyS does not necessitate increased malignancy surveillance. These findings will inform future ASyS classification criteria and patient management.
Impact of Risk Factors on COVID‐19 Outcomes in Unvaccinated People With Rheumatic Diseases: A Comparative Analysis of Pandemic Epochs Using the COVID‐19 Global Rheumatology Alliance Registry
Yazdany, Jinoos , Ware, Anna , Wallace, Zachary S. , Bhana, Suleman , Grainger, Rebecca , Hachulla, É. , Richez, Christophe , Cacoub, P. , Hausmann, Jonathan S. , Sirotich, Emily , Jacobsohn, Lindsay, Strangfeld, Anja , Mateus, Elsa F , Kearsley‐Fleet, Lianne , Schaefer, Martin, Ribeiro, Sandra Lúcia Euzébio , Müller‐Ladner, Ulf , Fraga, Vanessa , Rodrigues, Ana Maria , Sparks, Jeffrey A. , Tidblad, Liselotte , Martínez‐Martínez, Marco Ulises , Xavier, Ricardo Machado , Pera, Mariana , Carrara, Greta , Scirè, Carlo Alberto , Zanetti, Anna , Machado, Pedro , Hachulla, Eric , Cacoub, Patrice , Hyrich, Kimme L , Gossec, Laure , Lawson-Tovey, Saskia , Kearsley-Fleet, Lianne , Schaefer, Martin , Ribeiro, Sandra Lúcia Euzébio , Al-Emadi, Samar , Hasseli, Rebecca , Specker, Christof , Schulze-Koops, Hendrik , Bernardes, Miguel , Fraga, Vanessa Machado , Rodrigues, Ana Maria , Sparks, Jeffrey A , Ljung, Lotta , Di Giuseppe, Daniela , Tidblad, Liselotte , Wise, Leanna M , Duarte-García, Alí , Ugarte-Gil, Manuel F , Colunga-Pedraza, Iris J , Martínez-Martínez, Marco Ulises , Alpízar-Rodríguez, Deshiré , Isnardi, Carolina A , Pera, Mariana , Pons-Estel, Guillermo , Gianfrancesco, Milena A , Carrara, Greta , Scirè, Carlo Alberto , Zanetti, Anna , Machado, Pedro M , Montgomery, Anna , Grainger, Rebecca , Hausmann, Jonathan S , Yazdany, Jinoos , Xavier, Ricardo M , Sirotich, Emily , Strangfeld, Anja , Mateus, Elsa F , Liew, Jean W. , Hyrich, Kimme L , Gossec, Laure , Carmona, Loreto , Lawson‐Tovey, Saskia , Hasseli, Rebecca , Wise, Leanna , Duarte‐García, Alí , Ugarte‐Gil, Manuel F. , Colunga-Pedraza, I. J. , Alpizar-Rodriguez, D. , Pons‐Estel, Guillermo , Izadi, Zara

Arthritis Care & Research | August 29, 2023 | Volume: 76 | Issue: 2 | Pages: 274-287

10.1002/acr.25220 Get It

ObjectiveApproximately one third of individuals worldwide have not received a COVID‐19 vaccine. Although studies have investigated risk factors linked to severe COVID‐19 among unvaccinated people with rheumatic diseases (RDs), we know less about whether these factors changed as the pandemic progressed. We aimed to identify risk factors associated with severe COVID‐19 in unvaccinated individuals in different pandemic epochs corresponding to major variants of concern.MethodsPatients with RDs and COVID‐19 were entered into the COVID‐19 Global Rheumatology Alliance Registry between March 2020 and June 2022. An ordinal logistic regression model (not hospitalized, hospitalized, and death) was used with date of COVID‐19 diagnosis, age, sex, race and/or ethnicity, comorbidities, RD activity, medications, and the human development index (HDI) as covariates. The main analysis included all unvaccinated patients across COVID‐19 pandemic epochs; subanalyses stratified patients according to RD types.ResultsAmong 19,256 unvaccinated people with RDs and COVID‐19, those who were older, male, had more comorbidities, used glucocorticoids, had higher disease activity, or lived in lower HDI regions had worse outcomes across epochs. For those with rheumatoid arthritis, sulfasalazine and B‐cell–depleting therapy were associated with worse outcomes, and tumor necrosis factor inhibitors were associated with improved outcomes. In those with connective tissue disease or vasculitis, B‐cell–depleting therapy was associated with worse outcomes.ConclusionRisk factors for severe COVID‐19 outcomes were similar throughout pandemic epochs in unvaccinated people with RDs. Ongoing efforts, including vaccination, are needed to reduce COVID‐19 severity in this population, particularly in those with medical and social vulnerabilities identified in this study.
Current status of clinical outcome measures in inclusion body myositis: a systematised review
Goyal, Namita , Alfano, Lindsay N. , Garand, Kendrea L. , Mochel, David, Badrising, Umesh A. , Machado, Pedro , Pagkatipunan, Ruben, Funaro, Melissa , Schmidt, Jens , Kushlaf, Hani , Schiopu, Elena , Goyal, Neelam , d’Alessandro, Miriana , Conticini, Edoardo , Cruz-Coble, Betsaida, Machado, Pedro M , Roy, Bhaskar , Lucchini, Matteo , Lilleker, James B , Naddaf, Elie , Adler, Brittany L. , Malandraki, Georgia A. , Wang, Leo L. , Stipancic, Kaila L. , Goyal, Neelam, Lloyd, Thomas E

Clinical and Experimental Rheumatology | February 10, 2023 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.55563/clinexprheumatol/ifacv3 Get It

Association Between Race/Ethnicity and COVID‐19 Outcomes in Systemic Lupus Erythematosus Patients From the United States: Data From the COVID‐19 Global Rheumatology Alliance
Ugarte‐Gil, Manuel F. , Alarcón, Graciela S. , Seet, Andrea M. , Izadi, Zara , Montgomery, Anna , Duarte‐García, Alí , Gilbert, Emily, Valenzuela-Almada, Maria O , Wise, Leanna , Sparks, Jeffrey A. , Hsu, Tiffany , Sirotich, Emily , Hausmann, Jonathan S. , Sufka, Paul , Grainger, Rebecca , Bhana, Suleman , Wallace, Zachary S. , Jacobsohn, Lindsay, Strangfeld, Anja , Mateus, Elsa F , Hyrich, Kimme L , Gossec, Laure , Lawson‐Tovey, Saskia , Kearsley‐Fleet, Lianne , Schaefer, Martin, Machado, Pedro , Schäfer, Martin , Ware, Anna , Gilbert, Emily L , Hsu, Tiffany Y-T , D'Silva, Kristin M , Patel, Naomi J , Sirotich, Emily , Liew, Jean , Hausmann, Jonathan S , Sufka, Paul , Grainger, Rebecca , Bhana, Suleman , Wallace, Zachary S , Strangfeld, Anja , Mateus, Elsa F , Hyrich, Kimme L , Gossec, Laure , Carmona, Loreto , Lawson-Tovey, Saskia , Kearsley-Fleet, Lianne , Schaefer, Martin , Machado, Pedro M , Robinson, Philip C , Gianfrancesco, Milena A , Yazdany, Jinoos , Alarcón, Graciela S. , Sparks, Jeffrey A , Duarte-García, Alí , Ugarte-Gil, Manuel F , Wise, Leanna M , Liew, Jean W. , Carmona, Loreto , Robinson, Philip C. , Yazdany, Jinoos

Arthritis Care & Research | October 14, 2022 | Volume: 75 | Issue: 1 | Pages: 53-60

10.1002/acr.25039 Get It

ObjectiveTo determine the association between race/ethnicity and COVID‐19 outcomes in individuals with systemic lupus erythematosus (SLE).MethodsIndividuals with SLE from the US with data entered into the COVID‐19 Global Rheumatology Alliance registry between March 24, 2020 and August 27, 2021 were included. Variables included age, sex, race, and ethnicity (White, Black, Hispanic, other), comorbidities, disease activity, pandemic time period, glucocorticoid dose, antimalarials, and immunosuppressive drug use. The ordinal outcome categories were: not hospitalized, hospitalized with no oxygenation, hospitalized with any ventilation or oxygenation, and death. We constructed ordinal logistic regression models evaluating the relationship between race/ethnicity and COVID‐19 severity, adjusting for possible confounders.ResultsWe included 523 patients; 473 (90.4%) were female and the mean ± SD age was 46.6 ± 14.0 years. A total of 358 patients (74.6%) were not hospitalized; 40 patients (8.3%) were hospitalized without oxygen, 64 patients (13.3%) were hospitalized with any oxygenation, and 18 (3.8%) died. In a multivariable model, Black (odds ratio [OR] 2.73 [95% confidence interval (95% CI) 1.36–5.53]) and Hispanic (OR 2.76 [95% CI 1.34–5.69]) individuals had higher odds of more severe outcomes than White individuals.ConclusionBlack and Hispanic individuals with SLE experienced more severe COVID‐19 outcomes, which is consistent with findings in the US general population. These results likely reflect socioeconomic and health disparities and suggest that more aggressive efforts are needed to prevent and treat infection in this population.