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Machado, Pedro M

0000-0002-8411-7972

Mayo Clinic

Department of Neuromuscular Diseases, UCL Queen Square Institute of Neurology, University College London, UK.

Citations 13

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.
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.
Prolonged COVID-19 symptom duration in people with systemic autoimmune rheumatic diseases: results from the COVID-19 Global Rheumatology Alliance Vaccine Survey
DiIorio, Michael , Kennedy, Kevin , Putman, Michael , Sirotich, Emily , Sattui, Sebastian E. , Foster, Gary , Harrison, Carly , Larché, Maggie , Levine, Mitchell , Moni, Tarin T , Thabane, Lehana , Bhana, Suleman , Costello, Wendy, Grainger, Rebecca , Machado, Pedro , Sufka, Paul , Wallace, Zachary S. , Gore‐Massy, Monique , Kodhek, More A, Lalonde, Nadine, Tomasella, Laura-Ann, Wallace, John, Akpabio, Akpabio , Alpizar-Rodriguez, D. , Berenbaum, Françis , Buliņa, Inita , Chock, Eugenia Yupei , Duff, Eimear , Hsieh, Evelyn , Kibbi, Lina El, Liew, David , Lo, Chieh , Nudel, Michal, Singh, Aman Dev , Hausmann, Jonathan S. , Sparks, Jeffrey A. , Putman, Michael S , Sirotich, Emily , Sattui, Sebastian E , Machado, Pedro M , Robinson, Philip C , Akpabio, Akpabio , Alpízar-Rodríguez, Deshiré , Berenbaum, Francis , Chock, Eugenia Yupei , Liew, David Fl , Singh, Jasvinder A , Ugarte-Gil, Manuel F , Hausmann, Jonathan S , Simard, Julia F , Sparks, Jeffrey A , Grainger, Rebecca , Hsieh, Evelyn , Thabane, Lehana , Kennedy, Kevin , Liew, Jean W. , Robinson, Philip C. , Yazdany, Jinoos , Howard, Richard A, Wallace, John, Beesley, Richard P. , Conway, Richard , Duarte‐García, Alí , Gheita, Tamer A. , Graef, Elizabeth R. , Singh, Jasvinder A. , Singh, Namrata , Ugarte‐Gil, Manuel F.

RMD Open | September 14, 2022 | Volume: 8 | Issue: 2 | Pages: e002587

10.1136/rmdopen-2022-002587 Get It

Objective We investigated prolonged COVID-19 symptom duration, defined as lasting 28 days or longer, among people with systemic autoimmune rheumatic diseases (SARDs). Methods We analysed data from the COVID-19 Global Rheumatology Alliance Vaccine Survey (2 April 2021–15 October 2021) to identify people with SARDs reporting test-confirmed COVID-19. Participants reported COVID-19 severity and symptom duration, sociodemographics and clinical characteristics. We reported the proportion experiencing prolonged symptom duration and investigated associations with baseline characteristics using logistic regression. Results We identified 441 respondents with SARDs and COVID-19 (mean age 48.2 years, 83.7% female, 39.5% rheumatoid arthritis). The median COVID-19 symptom duration was 15 days (IQR 7, 25). Overall, 107 (24.2%) respondents had prolonged symptom duration (≥28 days); 42/429 (9.8%) reported symptoms lasting ≥90 days. Factors associated with higher odds of prolonged symptom duration included: hospitalisation for COVID-19 vs not hospitalised and mild acute symptoms (age-adjusted OR (aOR) 6.49, 95% CI 3.03 to 14.1), comorbidity count (aOR 1.11 per comorbidity, 95% CI 1.02 to 1.21) and osteoarthritis (aOR 2.11, 95% CI 1.01 to 4.27). COVID-19 onset in 2021 vs June 2020 or earlier was associated with lower odds of prolonged symptom duration (aOR 0.42, 95% CI 0.21 to 0.81). Conclusion Most people with SARDs had complete symptom resolution by day 15 after COVID-19 onset. However, about 1 in 4 experienced COVID-19 symptom duration 28 days or longer; 1 in 10 experienced symptoms 90 days or longer. Future studies are needed to investigate the possible relationships between immunomodulating medications, SARD type/flare, vaccine doses and novel viral variants with prolonged COVID-19 symptoms and other postacute sequelae of COVID-19 among people with SARDs.