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Premjee A, Li L, Garikapati S, Sarpong KN, Morgenthau AS. Leveraging AI technology in sarcoidosis. Curr Opin Pulm Med 2024; 30:570-575. [PMID: 38989774 DOI: 10.1097/mcp.0000000000001085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/12/2024]
Abstract
PURPOSE OF REVIEW Sarcoidosis is a systemic, granulomatous disease of uncertain cause. Diagnosis may be difficult, prognosis uncertain and response to treatment unpredictable. The application of artificial intelligence to sarcoidosis may provide clinical decision support for these challenges. This review will provide an overview of current and potential future applications of artificial intelligence in sarcoidosis. RECENT FINDINGS The predominant application of artificial intelligence in sarcoidosis is imaging. Imaging models may differentiate sarcoidosis from other pulmonary disorders. Models, which predict survival and identify key factors relevant to prognosis are also available. The application of cluster analysis to organize sarcoidosis patients into developmental phenotypes is underway. Machine learning algorithms to evaluate the treatment response of sarcoidosis patients do not yet exist but similar models may evaluate patients with other inflammatory disease. The potential applications of artificial intelligence to sarcoidosis is vast, but there are practical limitations that warrant consideration. These include: the accessibility of data, biases in data, cost and privacy. SUMMARY The application of artificial intelligence in medicine is still in its early stages but models are poised to support the diagnostic and prognostic challenges in sarcoidosis patients. The predictive power of these artificial intelligence is likely to come from combining various models, trained on content-rich datasets from phenotypically heterogeneous sarcoidosis patients.
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Affiliation(s)
| | | | | | - Kwabena Nketiah Sarpong
- Division of Pulmonary Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Adam S Morgenthau
- Division of Pulmonary Critical Care and Sleep Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
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Lower EE, Baughman RP. Hematologic and Oncologic Aspects of Sarcoidosis: Some of the Least Studied but Most Common Dilemmas. Clin Chest Med 2024; 45:119-129. [PMID: 38245361 DOI: 10.1016/j.ccm.2023.08.008] [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] [Indexed: 01/22/2024]
Abstract
The hematologic system is frequently involved in sarcoidosis. Lymphopenia is the most common hematologic manifestation noted, although anemia and thrombocytopenia also occur. The etiology of these common manifestations can be direct granulomatous infiltration of bone marrow, lymph nodes, or spleen or related to immunologic dysfunction. Although not life threatening, these problems can lead to cytopenias requiring close monitoring in patients receiving a variety of disease treatments. The relationship between sarcoidosis and malignancy remains complex. However, some sarcoidosis patients are at increased risk for the development of malignancies, particularly lymphomas and gastrointestinal cancers. Conversely, cancer patients can experience an increase in the likelihood for the development of breast cancer and lymphomas.
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Affiliation(s)
- Elyse E Lower
- Department of Medicine, University of Cincinnati Medical Center, 200 Eden Avenue, Cincinnati, OH 45219, USA.
| | - Robert P Baughman
- Department of Medicine, University of Cincinnati Medical Center, 200 Eden Avenue, Cincinnati, OH 45219, USA
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Kechida M, Abdelali M, Mesfar R, Chaabene I, Klii R, Hammami S, Daadaa S, Maatouk M, Saad J, Zrig A, Khochtali I. Radiological predictive remission factors of pulmonary involvement in systemic sarcoidosis: a computed tomography scan study. SARCOIDOSIS, VASCULITIS, AND DIFFUSE LUNG DISEASES : OFFICIAL JOURNAL OF WASOG 2023; 40:e2023053. [PMID: 38126498 DOI: 10.36141/svdld.v40i4.15118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 10/13/2023] [Indexed: 12/23/2023]
Abstract
INTRODUCTION As little is known about the prognostic value of CT scan findings at onset in patients presenting with sarcoidosis, we aimed to identify factors independently associated with radiological remission of pulmonary involvement in systemic sarcoidosis on CT scan findings. METHODS We conducted a retrospective descriptive and analytic study of patients with a biopsy proven systemic sarcoidosis. We compared patients on radiological remission (group 1) to those on stabilization or progression (group 2). Multivariate analysis of variables significantly associated with radiological remission in univariate analysis was performed using binary logistic regression. RESULTS Out of 65 records of systemic sarcoidosis, 43 were analyzed. 18.6% where male and 81.6% female with a sex-ratio of 0.22 and a mean age at diagnosis of 47.2 ±13.6 years. We found atypical lesions in CT scan findings in 16 patients (37.2%). Comparative pulmonary CT scan findings at admission and at 12 months follow-up revealed 13 patients (30.2%) in remission (group1) and 30 patients in radiological stabilization or progression (group 2). On multivariate analysis, lymphopenia, calcifications, and typical CT scan findings at presentation were predictive factors of remission of pulmonary involvement in systemic sarcoidosis (aOR=27.57; 95%IC=2.67-284.63; p=0.005) (aOR= 37.2; 95%IC= 2.08-663.89; p= 0.014) (aOR=47.1; 95%IC= 1.79-1238.7; p=0.021) respectively. CONCLUSION In patients with systemic sarcoidosis with no lymphopenia at onset or calcifications or typical CT scan findings at presentation, we suggest a close follow-up as well as an intensive treatment.
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Affiliation(s)
- Melek Kechida
- Internal Medicine and Endocrinology Department, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Mabrouk Abdelali
- Radiology Department A, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Rym Mesfar
- Internal Medicine and Endocrinology Department, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Imene Chaabene
- Internal Medicine and Endocrinology Department, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Rim Klii
- Internal Medicine and Endocrinology Department, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Sonia Hammami
- Internal Medicine and Endocrinology Department, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Syrine Daadaa
- Internal Medicine and Endocrinology Department, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Mezri Maatouk
- Radiology Department A, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Jamel Saad
- Radiology Department A, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Ahmed Zrig
- Radiology Department A, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
| | - Ines Khochtali
- Internal Medicine and Endocrinology Department, Fattouma Bourguiba University Hospital, University of Monastir, Monastir, Tunisia.
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Miedema JR, de Jong LJ, van Uden D, Bergen IM, Kool M, Broos CE, Kahlmann V, Wijsenbeek MS, Hendriks RW, Corneth OBJ. Circulating T cells in sarcoidosis have an aberrantly activated phenotype that correlates with disease outcome. J Autoimmun 2023:103120. [PMID: 37863732 DOI: 10.1016/j.jaut.2023.103120] [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: 06/27/2023] [Revised: 09/26/2023] [Accepted: 09/27/2023] [Indexed: 10/22/2023]
Abstract
RATIONALE Disease course in sarcoidosis is highly variable. Bronchoalveolar lavage fluid and mediastinal lymph nodes show accumulation of activated T cells with a T-helper (Th)17.1 signature, which correlates with non-resolving sarcoidosis. We hypothesize that the peripheral blood (PB) T cell phenotype may correlate with outcome. OBJECTIVES To compare frequencies, phenotypes and function of circulating T cell populations in sarcoidosis patients with healthy controls (HCs) and correlate these parameters with outcome. METHODS We used multi-color flow cytometry to quantify activation marker expression on PB T cell subsets in treatment-naïve patients and HCs. The disease course was determined after 2-year follow-up. Cytokine production was measured after T cell stimulation in vitro. MEASUREMENTS AND MAIN RESULTS We observed significant differences between patients and HCs in several T cell populations, including CD8+ and CD4+ T cells, Th1/Th17 subsets, CD4+ T memory stem cells, regulatory T cells (Tregs) and γδ T cells. Decreased frequencies of CD4+ T cells and increased frequencies of Tregs and CD8+ γδ T cells correlated with worse outcome. Naïve CD4+ T cells displayed an activated phenotype with increased CD25 expression in patients with active chronic disease at 2-year follow-up. A distinctive Treg phenotype with increased expression of CD25, CTLA4, CD69, PD-1 and CD95 correlated with chronic sarcoidosis. Upon stimulation, both naïve and memory T cells displayed a different cytokine profile in sarcoidosis compared to HCs. CONCLUSIONS Circulating T cell subpopulations of sarcoidosis patients display phenotypic abnormalities that correlate with disease outcome, supporting a critical role of aberrant T cell activation in sarcoidosis pathogenesis.
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Affiliation(s)
- Jelle R Miedema
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands.
| | - Lieke J de Jong
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Denise van Uden
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Ingrid M Bergen
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Mirjam Kool
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands; Danone Nutricia Research, Center of Excellence Immunology, Utrecht, the Netherlands
| | - Caroline E Broos
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Vivienne Kahlmann
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Marlies S Wijsenbeek
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Rudi W Hendriks
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
| | - Odilia B J Corneth
- Department of Pulmonary Medicine, Erasmus University Medical Center, Rotterdam, the Netherlands
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Kacprzak A, Tomkowski W, Szturmowicz M. Phenotypes of Sarcoidosis-Associated Pulmonary Hypertension-A Challenging Mystery. Diagnostics (Basel) 2023; 13:3132. [PMID: 37835874 PMCID: PMC10572558 DOI: 10.3390/diagnostics13193132] [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: 08/30/2023] [Revised: 09/27/2023] [Accepted: 10/03/2023] [Indexed: 10/15/2023] Open
Abstract
Sarcoidosis has been a well-recognised risk factor for pulmonary hypertension (PH) for a long time, but still, the knowledge about this concatenation is incomplete. Sarcoidosis-associated PH (SAPH) is an uncommon but serious complication associated with increased morbidity and mortality among sarcoidosis patients. The real epidemiology of SAPH remains unknown, and its pathomechanisms are not fully explained. Sarcoidosis is a heterogeneous and dynamic condition, and SAPH pathogenesis is believed to be multifactorial. The main roles in SAPH development play: parenchymal lung disease with the destruction of pulmonary vessels, the extrinsic compression of pulmonary vessels by conglomerate masses, lymphadenopathy or fibrosing mediastinitis, pulmonary vasculopathy, LV dysfunction, and portal hypertension. Recently, it has been recommended to individually tailor SAPH management according to the predominant pathomechanism, i.e., SAPH phenotype. Unfortunately, SAPH phenotyping is not a straightforward process. First, there are gaps in our understanding of undergoing processes. Second, the assessment of such a pivotal element as pulmonary vasculature on a microscopic level is non-feasible in SAPH patients antemortem. Finally, SAPH is a dynamic condition, multiple phenotypes usually coexist, and patients can switch between phenotypes during the course of sarcoidosis. In this article, we summarise the basic knowledge of SAPH, describe SAPH phenotypes, and highlight some practical problems related to SAPH phenotyping.
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Affiliation(s)
- Aneta Kacprzak
- 1st Department of Lung Diseases, National Tuberculosis and Lung Diseases Institute, Plocka 26, 01-138 Warsaw, Poland
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Lew D, Klang E, Soffer S, Morgenthau AS. Current Applications of Artificial Intelligence in Sarcoidosis. Lung 2023; 201:445-454. [PMID: 37730926 DOI: 10.1007/s00408-023-00641-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Accepted: 08/15/2023] [Indexed: 09/22/2023]
Abstract
PURPOSE Sarcoidosis is a complex disease which can affect nearly every organ system with manifestations ranging from asymptomatic imaging findings to sudden cardiac death. As such, diagnosis and prognostication are topics of continued investigation. Recent technological advancements have introduced multiple modalities of artificial intelligence (AI) to the study of sarcoidosis. Machine learning, deep learning, and radiomics have predominantly been used to study sarcoidosis. METHODS Articles were collected by searching online databases using keywords such as sarcoid, machine learning, artificial intelligence, radiomics, and deep learning. Article titles and abstracts were reviewed for relevance by a single reviewer. Articles written in languages other than English were excluded. CONCLUSIONS Machine learning may be used to help diagnose pulmonary sarcoidosis and prognosticate in cardiac sarcoidosis. Deep learning is most comprehensively studied for diagnosis of pulmonary sarcoidosis and has less frequently been applied to prognostication in cardiac sarcoidosis. Radiomics has primarily been used to differentiate sarcoidosis from malignancy. To date, the use of AI in sarcoidosis is limited by the rarity of this disease, leading to small, suboptimal training sets. Nevertheless, there are applications of AI that have been used to study other systemic diseases, which may be adapted for use in sarcoidosis. These applications include discovery of new disease phenotypes, discovery of biomarkers of disease onset and activity, and treatment optimization.
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Affiliation(s)
- Dana Lew
- Division of Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Eyal Klang
- Department of Diagnostic Imaging, Sheba Medical Center, Ramat Gan, Israel
| | - Shelly Soffer
- Division of Internal Medicine, Assuta Medical Center, Ashdod, Israel
| | - Adam S Morgenthau
- Division of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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Papiris SA, Kolilekas L, Rivera N, Spanos M, Li G, Gokulnath P, Chatterjee E, Georgakopoulos A, Kallieri M, Papaioannou AI, Raptakis T, Apollonatou V, Antonogiannaki EM, Gialafos E, Chatziioannou S, Grunewald J, Manali ED. From Karl Wurm and Guy Scadding's staging to 18F-FDG PET/CT scan phenotyping and far beyond: perspective in the evading history of phenotyping in sarcoidosis. Front Med (Lausanne) 2023; 10:1174518. [PMID: 37234239 PMCID: PMC10206027 DOI: 10.3389/fmed.2023.1174518] [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: 02/26/2023] [Accepted: 04/05/2023] [Indexed: 05/27/2023] Open
Abstract
Sarcoidosis is an inflammatory granulomatous disease of unknown etiology involving any organ or tissue along with any combination of active sites, even the most silent ones clinically. The unpredictable nature of the sites involved in sarcoidosis dictates the highly variable natural history of the disease and the necessity to cluster cases at diagnosis based on clinical and/or imaging common characteristics in an attempt to classify patients based on their more homogeneous phenotypes, possibly with similar clinical behavior, prognosis, outcome, and therefore with therapeutic requirements. In the course of the disease's history, this attempt relates to the availability of a means of detection of the sites involved, from the Karl Wurm and Guy Scadding's chest x-ray staging through the ACCESS, the WASOG Sarcoidosis Organ Assessment Instruments, and the GenPhenReSa study to the 18F-FDG PET/CT scan phenotyping and far beyond to new technologies and/or the current "omics." The hybrid molecular imaging of the 18F-FDG PET/CT scan, by unveiling the glucose metabolism of inflammatory cells, can identify high sensitivity inflammatory active granulomas, the hallmark of sarcoidosis-even in clinically and physiologically silent sites-and, as recently shown, is successful in identifying an unexpected ordered stratification into four phenotypes: (I) hilar-mediastinal nodal, (II) lungs and hilar-mediastinal nodal, (III) an extended nodal supraclavicular, thoracic, abdominal, inguinal, and (IV) all the above in addition to systemic organs and tissues, which is therefore the ideal phenotyping instrument. During the "omics era," studies could provide significant, distinct, and exclusive insights into sarcoidosis phenotypes linking clinical, laboratory, imaging, and histologic characteristics with molecular signatures. In this context, the personalization of treatment for sarcoidosis patients might have reached its goal.
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Affiliation(s)
- Spyros A. Papiris
- 2nd Pulmonary Medicine Department, Medical School, General University Hospital Attikon, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Natalia Rivera
- Respiratory Medicine Division, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Michail Spanos
- Cardiovascular Research Center, Simches 3 Massachusetts General Hospital, Boston, MA, United States
| | - Guoping Li
- Cardiovascular Research Center, Simches 3 Massachusetts General Hospital, Boston, MA, United States
| | - Priyanka Gokulnath
- Cardiovascular Research Center, Simches 3 Massachusetts General Hospital, Boston, MA, United States
| | - Emeli Chatterjee
- Cardiovascular Research Center, Simches 3 Massachusetts General Hospital, Boston, MA, United States
| | - Alexandros Georgakopoulos
- 2nd Department of Radiology, Nuclear Medicine Section, Medical School, General University Hospital “Attikon”, National and Kapodistrian University of Athens, Athens, Greece
| | - Maria Kallieri
- 2nd Pulmonary Medicine Department, Medical School, General University Hospital Attikon, National and Kapodistrian University of Athens, Athens, Greece
| | - Andriana I. Papaioannou
- 1st Respiratory Medicine Department, Athens Medical School, Sotiria Chest Hospital of Athens, National and Kapodistrian University of Athens, Athens, Greece
| | - Thomas Raptakis
- 2nd Pulmonary Medicine Department, Medical School, General University Hospital Attikon, National and Kapodistrian University of Athens, Athens, Greece
| | - Vasiliki Apollonatou
- 2nd Pulmonary Medicine Department, Medical School, General University Hospital Attikon, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Elias Gialafos
- Department of Cardiology, Medical School, General University Hospital “Attikon”, National and Kapodistrian University of Athens, Athens, Greece
- First Department of Neurology, Medical School, Aeginition Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Sofia Chatziioannou
- 2nd Department of Radiology, Nuclear Medicine Section, Medical School, General University Hospital “Attikon”, National and Kapodistrian University of Athens, Athens, Greece
- Division of Nuclear Medicine, Biomedical Research Foundation of the Academy of Athens, Athens, Greece
| | - Johan Grunewald
- Respiratory Medicine Division, Department of Medicine Solna, Karolinska Institutet, Stockholm, Sweden
| | - Effrosyni D. Manali
- 2nd Pulmonary Medicine Department, Medical School, General University Hospital Attikon, National and Kapodistrian University of Athens, Athens, Greece
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Kudryavtsev I, Zinchenko Y, Starshinova A, Serebriakova M, Malkova A, Akisheva T, Kudlay D, Glushkova A, Yablonskiy P, Shoenfeld Y. Circulating Regulatory T Cell Subsets in Patients with Sarcoidosis. Diagnostics (Basel) 2023; 13:diagnostics13081378. [PMID: 37189479 DOI: 10.3390/diagnostics13081378] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 04/03/2023] [Accepted: 04/05/2023] [Indexed: 05/17/2023] Open
Abstract
Over recent years, many researchers have supported the autoimmune theory of sarcoidosis. The presence of uncontrolled inflammatory response on local and system levels in patients with sarcoidosis did not define that the immunoregulatory mechanisms could be affected. The aim of this study was to evaluate the distribution and the disturbance circulating Treg cell subsets in the peripheral blood in patients with sarcoidosis. MATERIALS AND METHODS A prospective comparative study was performed in 2016-2018 (34 patients with sarcoidosis (men (67.6%), women (32.3%)) were examined). Healthy subjects-the control group (n = 40). The diagnosis of pulmonary sarcoidosis was performed according to the standard criteria. We used two ten-color combinations of antibodies for Treg immunophenotyping. The first one contained CD39-FITC, CD127-PE, CCR4-PE/Dazzle™ 594, CD25-PC5.5, CD161-PC7, CD4-APC, CD8-APC-AF700, CD3-APC/Cy7, HLA-DR-PacBlue, and CD45 RA-BV 510™, while the second consisted of CXCR3-Alexa Fluor 488, CD25-РЕ, CXCR5-РЕ/Dazzle™ 594, CCR4-PerСP/Сy5.5, CCR6-РЕ/Cy7, CD4-АPC, CD8 АPC-AF700, CD3-АPC/Cy7, CCR7-BV 421, and CD45 RA-BV 510. The flow cytometry data were analyzed by using Kaluza software v2.3. A statistical analysis was performed with Statistica 7.0 and GraphPad Prism 8 software packages. RESULTS OF THE STUDY Primarily, we found that patients with sarcoidosis had decreased absolute numbers of Treg cells in circulation. We noted that the level of CCR7-expressing Tregs decreased in patients with sarcoidosis vs. the control group (65.55% (60.08; 70.60) vs. 76.93% (69.59; 79.86) with p < 0.001). We noticed that the relative numbers of CD45RA-CCR7+ Tregs decreased in patients with sarcoidosis (27.11% vs. 35.43%, p < 0.001), while the frequency of CD45 RA-CCR7- and CD45RA+ CCR7- Tregs increased compared to the control group (33.3% vs. 22.73% and 0.76% vs. 0.51% with p < 0.001 and p = 0.028, respectively). CXCR3-expressing Treg cell subsets-Th1-like CCR60078CXCR3+ Tregs and Th17.1-like CCR6+ CXCR3+ Tregs-significantly increased in patients with sarcoidosis vs. the control group (14.4% vs. 10.5% with p < 0.01 and 27.9% vs. 22.8% with p < 0.01, respectively). Furthermore, the levels of peripheral blood EM Th17-like Tregs significantly decreased in the sarcoidosis group vs. the control group (36.38% vs. 46.70% with p < 0.001). Finally, we found that CXCR5 expression was increased in CM Tregs cell subsets in patients with sarcoidosis. CONCLUSIONS Our data indicated a decrease in circulating Tregs absolute numbers and several alterations in Treg cell subsets. Moreover, our results highlight the presence of increased levels of CM CXCR5+ follicular Tregs in the periphery that could be linked with the imbalance of follicular Th cell subsets and alterations in B cell, based on the immune response. The balance between the two functionally distinct Treg cell populations-Th1-like and Th17-like Tregs-could be used in sarcoidosis diagnosis and the determination of prognosis and disease outcomes. Furthermore, we want to declare that analysis of Treg numbers of phenotypes could fully characterize their functional activity in peripherally inflamed tissues.
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Affiliation(s)
- Igor Kudryavtsev
- Department of Immunology, Institution of Experimental Medicine, 197376 St. Petersburg, Russia
| | - Yulia Zinchenko
- Phthisiopulmonology Department, St. Petersburg Research Institute of Phthisiopulmonology, 194064 St. Petersburg, Russia
| | - Anna Starshinova
- Almazov National Medical Research Centre, 197341 St. Petersburg, Russia
| | - Maria Serebriakova
- Department of Immunology, Institution of Experimental Medicine, 197376 St. Petersburg, Russia
| | - Anna Malkova
- Laboratory of the Mosaic of Autoimmunity, St. Petersburg State University, 199034 St. Petersburg, Russia
| | - Tatiana Akisheva
- Department of Immunology, Institution of Experimental Medicine, 197376 St. Petersburg, Russia
| | - Dmitriy Kudlay
- Department of Pharmacology, Sechenov First Moscow State Medical University, 119992 Moscow, Russia
- Institute of Immunology, 115552 Moscow, Russia
| | - Anzhela Glushkova
- Bekhterev National Research Medical Center for Psychiatry and Neurology, 19201 St. Petersburg, Russia
| | - Piotr Yablonskiy
- Phthisiopulmonology Department, St. Petersburg Research Institute of Phthisiopulmonology, 194064 St. Petersburg, Russia
- Laboratory of the Mosaic of Autoimmunity, St. Petersburg State University, 199034 St. Petersburg, Russia
| | - Yehuda Shoenfeld
- Laboratory of the Mosaic of Autoimmunity, St. Petersburg State University, 199034 St. Petersburg, Russia
- Zabludowicz Center for Autoimmune Diseases, Sheba Medical Center, Tel Hashomer 5265601, Israel
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Drake WP, Hsia C, Samavati L, Yu M, Cardenas J, Gianella FG, Boscardin J, Koth LL. Risk Indicators of Sarcoidosis Evolution-Unified Protocol (RISE-UP): protocol for a multi-centre, longitudinal, observational study to identify clinical features that are predictive of sarcoidosis progression. BMJ Open 2023; 13:e071607. [PMID: 37012011 PMCID: PMC10083794 DOI: 10.1136/bmjopen-2023-071607] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 03/20/2023] [Indexed: 04/04/2023] Open
Abstract
INTRODUCTION Sarcoidosis is a pulmonary and systemic granulomatous disease with a wide range of potential outcomes, from spontaneous resolution to end-stage organ damage and death. Currently, clinicians have no easy-to-use risk stratification tools for important clinical outcomes in sarcoidosis, such as progressive lung disease. This study will address two clinical practice needs: (1) development of a risk calculator that provides an estimate of the likelihood of pulmonary progression in sarcoidosis patients during the follow-up period and (2) determine the optimal interval for serial clinical monitoring (eg, 6, 12, 18 months) using these risk prediction tools. METHODS AND ANALYSIS The Risk Indicators of Sarcoidosis Evolution-Unified Protocol study is a National Institutes of Health-sponsored, longitudinal observational study of adults with pulmonary sarcoidosis who will be enrolled at five US tertiary care centres. Participants will be evaluated at approximately 6-month intervals for up to 60 months with collection of lung function, blood samples and clinical data. The target sample size is 557 and the primary objective is to determine which clinical features measured during a routine clinic visit carry the most prognostic information for predicting clinical progression of pulmonary sarcoidosis over the follow-up period. The primary outcome measure will be quantified by a clinically meaningful change in forced vital capacity, forced expiratory volume in 1 s or diffusing capacity of the lung for carbon monoxide. The secondary objective is to determine if blood biomarkers measured during a routine clinic visit can improve the risk assessment modelling for progression of pulmonary sarcoidosis over the follow-up period. ETHICS AND DISSEMINATION The study protocol has been approved by the Institutional Review Boards at each centre and the reliance Institutional Review Board overseeing the study (WCG, Protocol #20222400). Participants will provide informed consent prior to enrolment. Results will be disseminated via publication in a relevant peer-reviewed journal. TRIAL REGISTRATION NUMBER NCT05567133.
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Affiliation(s)
- Wonder P Drake
- Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
- Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Connie Hsia
- Department of Internal Medicine, UT Southwestern Medical School, Dallas, Texas, USA
| | - Lobelia Samavati
- Department of Medicine, Wayne State University School of Medicine, Detroit, Michigan, USA
| | - Michelle Yu
- Department of Medicine, University of California San Francisco, San Francisco, California, USA
| | - Jessica Cardenas
- Department of Medicine, University of California San Francisco, San Francisco, California, USA
| | - Fabiola G Gianella
- Department of Internal Medicine, UT Southwestern Medical School, Dallas, Texas, USA
| | - John Boscardin
- Department of Medicine and Epidemiology & Biostatistics, University of California San Francisco, San Francisco, California, USA
| | - Laura L Koth
- Department of Medicine and Epidemiology & Biostatistics, University of California San Francisco, San Francisco, California, USA
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Vagts CL, Chang YS, Ascoli C, Lee JM, Huang K, Huang Y, Cherian RA, Sarup N, Warpecha SR, Edafetanure-Ibeh R, Amin MR, Sultana T, Ghassemi M, Sweiss NJ, Novak R, Perkins DL, Finn PW. Trimer IgG and neutralising antibody response to COVID-19 mRNA vaccination in individuals with sarcoidosis. ERJ Open Res 2023; 9:00025-2022. [PMID: 36601311 PMCID: PMC9501840 DOI: 10.1183/23120541.00025-2022] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Accepted: 08/19/2022] [Indexed: 01/21/2023] Open
Abstract
Background Individuals with sarcoidosis are at higher risk for infection owing to underlying disease pathogenesis and need for immunosuppressive treatment. Current knowledge as to how subjects with sarcoidosis respond to different forms of vaccination is limited. We examined quantitative and functional antibody response to COVID-19 vaccination in infection-naive subjects with and without sarcoidosis. Methods Our prospective cohort study recruited 14 subjects with biopsy-proven sarcoidosis and 27 age-sex matched controls who underwent a two-shot series of the BNT162b2 mRNA vaccine at the University of Illinois at Chicago. Baseline, 4-week and 6-month trimer spike protein IgG and neutralising antibody (nAb) titres were assessed. Correlation and multivariate regression analysis was conducted. Results Sarcoidosis subjects had a significant increase in short-term antibody production to a level comparable to controls; however, IgG titres significantly declined back to baseline levels by 6 months. Corresponding neutralising assays revealed robust nAb titres in sarcoidosis subjects that persisted at 6 months. A significant and strong correlation between IgG and nAb titres across all time points was observed in the control group. However within the sarcoidosis group, a significant but weak correlation between antibody levels was found. Overall, IgG levels were poor predictors of nAb titres at short- or long-term time points. Conclusions Sarcoidosis subjects exhibit nAb induced by the BNT162b2 mRNA SARS-CoV-2 vaccine at levels comparable to controls that persists at 6 months indicating conferred immunity. Trimer IgG levels are poor predictors of nAb in subjects with sarcoidosis. Studies of further antibody immunoglobulins and subtypes warrant investigation.
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Affiliation(s)
- Christen L. Vagts
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Yi-Shin Chang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA
| | - Christian Ascoli
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Jessica M. Lee
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, IL, USA
| | - Kai Huang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA
| | - Yue Huang
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Ruth A. Cherian
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Nandini Sarup
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | | | | | - Md-Ruhul Amin
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Tasmin Sultana
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Mahmood Ghassemi
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Nadera J. Sweiss
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - Richard Novak
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA
| | - David L. Perkins
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA,Department of Surgery, University of Illinois at Chicago, Chicago, IL, USA,These authors contributed equally
| | - Patricia W. Finn
- Department of Medicine, University of Illinois at Chicago, Chicago, IL, USA,Department of Bioengineering, University of Illinois at Chicago, Chicago, IL, USA,Department of Microbiology and Immunology, University of Illinois at Chicago, Chicago, IL, USA,These authors contributed equally,Corresponding author: Patricia Finn ()
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Ascoli C, Schott CA, Huang Y, Turturice BA, Wang W, Ecanow N, Sweiss NJ, Perkins DL, Finn PW. Altered transcription factor targeting is associated with differential peripheral blood mononuclear cell proportions in sarcoidosis. Front Immunol 2022; 13:848759. [PMID: 36311769 PMCID: PMC9608777 DOI: 10.3389/fimmu.2022.848759] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 08/01/2022] [Indexed: 11/13/2022] Open
Abstract
IntroductionIn sarcoidosis, peripheral lymphopenia and anergy have been associated with increased inflammation and maladaptive immune activity, likely promoting development of chronic and progressive disease. However, the molecular mechanisms that lead to reduced lymphocyte proportions, particularly CD4+ T-cells, have not been fully elucidated. We posit that paradoxical peripheral lymphopenia is characterized by a dysregulated transcriptomic network associated with cell function and fate that results from altered transcription factor targeting activity.MethodsMessenger RNA-sequencing (mRNA-seq) was performed on peripheral blood mononuclear cells (PBMCs) from ACCESS study subjects with sarcoidosis and matched controls and findings validated on a sarcoidosis case-control cohort and a sarcoidosis case series. Preserved PBMC transcriptomic networks between case-control cohorts were assessed to establish cellular associations with gene modules and define regulatory targeting involved in sarcoidosis immune dysregulation utilizing weighted gene co-expression network analysis and differential transcription factor involvement analysis. Network centrality measures identified master transcriptional regulators of subnetworks related to cell proliferation and death. Predictive models of differential PBMC proportions constructed from ACCESS target gene expression corroborated the relationship between aberrant transcription factor regulatory activity and imputed and clinical PBMC populations in the validation cohorts.ResultsWe identified two unique and preserved gene modules significantly associated with sarcoidosis immune dysregulation. Strikingly, increased expression of a monocyte-driven, and not a lymphocyte-driven, gene module related to innate immunity and cell death was the best predictor of peripheral CD4+ T-cell proportions. Within the gene network of this monocyte-driven module, TLE3 and CBX8 were determined to be master regulators of the cell death subnetwork. A core gene signature of differentially over-expressed target genes of TLE3 and CBX8 involved in cellular communication and immune response regulation accurately predicted imputed and clinical monocyte expansion and CD4+ T-cell depletion.ConclusionsAltered transcriptional regulation associated with aberrant gene expression of a monocyte-driven transcriptional network likely influences lymphocyte function and survival. Although further investigation is warranted, this indicates that crosstalk between hyperactive monocytes and lymphocytes may instigate peripheral lymphopenia and underlie sarcoidosis immune dysregulation and pathogenesis. Future therapies selectively targeting master regulators, or their targets, may mitigate dysregulated immune processes in sarcoidosis and disease progression.
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Affiliation(s)
- Christian Ascoli
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Cody A. Schott
- University of Illinois at Chicago College of Medicine, Chicago, IL, United States
| | - Yue Huang
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | | | - Wangfei Wang
- Department of Bioengineering, University of Illinois at Chicago College of Engineering and Medicine, Chicago, IL, United States
| | - Naomi Ecanow
- University of Illinois at Chicago College of Medicine, Chicago, IL, United States
| | - Nadera J. Sweiss
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
- Division of Rheumatology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - David L. Perkins
- Division of Nephrology, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
| | - Patricia W. Finn
- Division of Pulmonary, Critical Care, Sleep, and Allergy, Department of Medicine, University of Illinois at Chicago, Chicago, IL, United States
- *Correspondence: Patricia W. Finn,
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Sarcoidosis and COVID-19: At the Cross-Road between Immunopathology and Clinical Manifestation. Biomedicines 2022; 10:biomedicines10102525. [PMID: 36289785 PMCID: PMC9599235 DOI: 10.3390/biomedicines10102525] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Revised: 09/29/2022] [Accepted: 09/30/2022] [Indexed: 02/08/2023] Open
Abstract
Coronavirus disease 2019 (COVID-19) has been associated with dysregulation of the immune system featuring inappropriate immune responses, exacerbation of inflammatory responses, and multiple organ dysfunction syndrome in patients with severe disease. Sarcoidosis, also known as Besnier-Boeck-Schaumann disease, is an idiopathic granulomatous multisystem disease characterized by dense epithelioid non-necrotizing lesions with varying degrees of lymphocytic inflammation. These two diseases have similar clinical manifestations and may influence each other at multiple levels, eventually affecting their clinical courses and prognosis. Notably, sarcoidosis patients are at high risk of severe COVID-19 pneumonia because of the underlying lung disease and chronic immunosuppressive treatment. In this narrative review, we will discuss interactions between sarcoidosis and COVID-19 in terms of clinical manifestations, treatment, and pathogenesis, including the role of the dysregulated renin-angiotensin system, altered immune responses involving increased cytokine levels and immune system hyperactivation, and cellular death pathways.
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Abstract
PURPOSE OF REVIEW PET has emerged as method to determine the location and extent of disease activity in sarcoidosis. As most clinicians do not routinely utilize PET in the management of sarcoidosis, an understanding of the imaging technique is needed to comprehend the impact that PET abnormalities have on diagnosis, prognosis, and treatment. RECENT FINDINGS Although PET can detect inflammation because of sarcoidosis throughout the body, it is most often utilized for the diagnosis of cardiac sarcoidosis for which it may provide information about prognosis and adverse events. Whenever PET is combined with cardiac magnetic resonance (CMR), clinicians may be able to increase the diagnostic yield of imaging. Furthermore, PET abnormalities have the potential to be utilized in the reduction or augmentation of therapy based on an individual's response to treatment. Although various biomarkers are used to monitor disease activity in sarcoidosis, an established and reproducible relationship between PET and biomarkers does not exist. SUMMARY PET has the potential to improve the diagnosis of sarcoidosis and alter treatment decisions but prospective trials are needed to define the role of PET while also standardizing the performance and interpretation of the imaging modality.
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Affiliation(s)
- Robert J. Vender
- Department of Thoracic Medicine & Surgery at Temple University Hospital
| | - Hamad Aldahham
- Lewis Katz School of Medicine at Temple University, Philadelphia, Pennsylvania, USA
| | - Rohit Gupta
- Department of Thoracic Medicine & Surgery, Lewis Katz School of Medicine at Temple University
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