1
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Jung SH, Lee SE, Yun S, Min DE, Shin Y, Chung YJ, Lee SH. Different inflammatory, fibrotic, and immunological signatures between pre-fibrotic and overt primary myelofibrosis. Haematologica 2025; 110:938-951. [PMID: 39385733 PMCID: PMC11959246 DOI: 10.3324/haematol.2024.285598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2024] [Accepted: 09/27/2024] [Indexed: 10/12/2024] Open
Abstract
Primary myelofibrosis (PMF) is a myeloid proliferative neoplasm (MPN) characterized by bone marrow fibrosis. Pre-fibrotic PMF (pre-PMF) progresses to overt PMF. Megakaryocytes play a primary role in PMF; however, the functions of megakaryocyte subsets and those of other hematopoietic cells during PMF progression remain unclear. We, therefore, analyzed bone marrow aspirates in cases of pre-PMF, overt PMF, and other MPN using single-cell RNA sequencing. We identified 14 cell types with subsets, including hematopoietic stem and progenitor cells (HSPC) and megakaryocytes. HSPC in overt PMF were megakaryocyte-biased and inflammation/fibrosis-enriched. Among megakaryocytes, the epithelial-mesenchymal transition (EMT)-enriched subset was abruptly increased in overt PMF. Megakaryocytes in non-fibrotic/non-PMF MPN were megakaryocyte differentiation-enriched, whereas those in fibrotic/non-PMF MPN were inflammation/fibrosis-enriched. Overall, the inflammation/fibrosis signatures of the HSPC, megakaryocyte, and CD14+ monocyte subsets increased from pre-PMF to overt PMF. Cytotoxic and dysfunctional scores also increased in T and NK cells. Clinically, megakaryocyte and HSPC subsets with high inflammation/fibrosis signatures were frequent in the patients with peripheral blood blasts ≥1%. Single-cell RNA-sequencing predicted higher cellular communication of megakaryocyte differentiation, inflammation/fibrosis, immunological effector/dysfunction, and tumor-associated signaling in overt PMF than in pre-PMF. However, no decisive subset emerged during PMF progression. Our study demonstrated that HSPC, monocytes, and lymphoid cells contribute to the progression of PMF, and subset specificity existed regarding inflammation/fibrosis and immunological dysfunction. PMF progression may depend on alterations of multiple cell types, and EMT-enriched megakaryocytes may be potential targets for diagnosing and treating the progression.
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Affiliation(s)
- Seung-Hyun Jung
- Departments of Biochemistry; Departments of Precision Medicine Research Center/Integrated Research Center for Genome Polymorphism; Departments of Medical Sciences.
| | | | | | | | - Youngjin Shin
- Departments of Basic Medical Science Facilitation Program
| | - Yeun-Jun Chung
- Departments of Precision Medicine Research Center/Integrated Research Center for Genome Polymorphism; Departments of Medical Sciences; Departments of Basic Medical Science Facilitation Program; Departments of Microbiology.
| | - Sug Hyung Lee
- Departments of Medical Sciences; Departments of Cancer Evolution Research Center; Departments of Pathology, College of Medicine, The Catholic University of Korea, Seoul.
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2
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Martins F, Planet E, Marino D, Ansari M, Trono D. Single-cell transcriptome analysis reveals atypical monocytes circulating ahead of acute graft-versus-host disease clinical onset. J Leukoc Biol 2025; 117:qiae229. [PMID: 39432735 DOI: 10.1093/jleuko/qiae229] [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: 08/22/2024] [Accepted: 10/19/2024] [Indexed: 10/23/2024] Open
Abstract
Acute graft-versus-host disease (aGVHD) represents the rejection of the recipient's skin, gut, and liver tissues of an allogeneic hematopoietic stem cell transplantation (HSCT) by the donor T cells. The onset of aGVHD is often rapid and its evolution is unpredictable. We undertook the single-cell RNA sequencing of peripheral blood mononuclear cells collected before aGVHD clinical onset in 3 patients and from 1 patient afterward. We used 4 HSCT recipients who remained free of aGVHD as controls. This analysis unveiled the presence of particular subpopulations of circulating monocytes and cytotoxic T cells (CTLs) in pre-aGVHD samples up to 18 d before clinical disease. These pre-aGVHD monocytes were characterized by an upregulation of the M2 polarity marker CD163 and the transmembrane protein SIGLEC1/CD169. At the same time, their CTL counterparts stood out for the upregulation of the CXCL10 receptor CXCR3 and the antigenic stimulation marker CD70. The occurrence of CD163/SIGLEC1 co-expressing monocytes upstream of aGVHD onset was validated using transcriptomic data from an independent cohort and by flow cytometry in additional blood samples. These findings point to potential early diagnostic tools and preventive therapeutic strategies for aGVHD.
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MESH Headings
- Humans
- Graft vs Host Disease/immunology
- Graft vs Host Disease/genetics
- Graft vs Host Disease/blood
- Graft vs Host Disease/pathology
- Graft vs Host Disease/etiology
- Monocytes/metabolism
- Monocytes/immunology
- Monocytes/pathology
- Single-Cell Analysis/methods
- Male
- Female
- Gene Expression Profiling
- Middle Aged
- Adult
- Hematopoietic Stem Cell Transplantation/adverse effects
- CD163 Antigen
- Antigens, Differentiation, Myelomonocytic/metabolism
- Antigens, Differentiation, Myelomonocytic/genetics
- Acute Disease
- Antigens, CD/genetics
- Antigens, CD/metabolism
- Receptors, Cell Surface/metabolism
- Receptors, Cell Surface/genetics
- Sialic Acid Binding Ig-like Lectin 1/genetics
- Sialic Acid Binding Ig-like Lectin 1/metabolism
- Transcriptome
- T-Lymphocytes, Cytotoxic/immunology
- T-Lymphocytes, Cytotoxic/metabolism
- Single-Cell Gene Expression Analysis
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Affiliation(s)
- Filipe Martins
- Laboratory of Virology and Genetics (LVG), Swiss Federal Institute of Technology Lausanne (Ecole Polytechnique Fédérale de Lausanne, EPFL), School of Life Sciences, EPFL-SV-GHI-LVG, Station 11, CH-1015 Lausanne, Switzerland
- Clinics of Medical Oncology, HFR Fribourg-Hôpital Cantonal, Ch. des Pensionnats 2/6, CH-1752 Villars-sur-Glâne, Switzerland
| | - Evarist Planet
- Laboratory of Virology and Genetics (LVG), Swiss Federal Institute of Technology Lausanne (Ecole Polytechnique Fédérale de Lausanne, EPFL), School of Life Sciences, EPFL-SV-GHI-LVG, Station 11, CH-1015 Lausanne, Switzerland
| | - Denis Marino
- Cansearch Research Platform for Pediatric Oncology and Hematology, Faculty of Medicine, Department of Pediatrics, Gynecology and Obstetrics, University of Geneva, Rue de la Corraterie 12, CH-1204 Geneva, Switzerland
| | - Marc Ansari
- Cansearch Research Platform for Pediatric Oncology and Hematology, Faculty of Medicine, Department of Pediatrics, Gynecology and Obstetrics, University of Geneva, Rue de la Corraterie 12, CH-1204 Geneva, Switzerland
- Division of Pediatric Oncology and Hematology, Department of Women, Child and Adolescent, University Geneva Hospitals, Rue Willy-Donzé 6, CH-1211 Geneva, Switzerland
| | - Didier Trono
- Laboratory of Virology and Genetics (LVG), Swiss Federal Institute of Technology Lausanne (Ecole Polytechnique Fédérale de Lausanne, EPFL), School of Life Sciences, EPFL-SV-GHI-LVG, Station 11, CH-1015 Lausanne, Switzerland
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3
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Rosario SR, Long MD, Chilakapati S, Gomez EC, Battaglia S, Singh PK, Wang J, Wang K, Attwood K, Hess SM, McGray AJR, Odunsi K, Segal BH, Paragh G, Liu S, Wargo JA, Zsiros E. Integrative multi-omics analysis uncovers tumor-immune-gut axis influencing immunotherapy outcomes in ovarian cancer. Nat Commun 2024; 15:10609. [PMID: 39638782 PMCID: PMC11621351 DOI: 10.1038/s41467-024-54565-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 11/08/2024] [Indexed: 12/07/2024] Open
Abstract
Recurrent ovarian cancer patients, especially those resistant to platinum, lack effective curative treatments. To address this, we conducted a phase 2 clinical trial (NCT02853318) combining pembrolizumab with bevacizumab, to increase T cell infiltration into the tumor, and oral cyclophosphamide, to reduce the number of regulatory T cells. The trial accrued 40 heavily pretreated recurrent ovarian cancer patients. The primary endpoint, progression free survival, was extended to a median of 10.2 months. The secondary endpoints demonstrated an objective response rate of 47.5%, and disease control in 30% of patients for over a year while maintaining a good quality of life. We performed comprehensive molecular, immune, microbiome, and metabolic profiling on samples of trial patients. Here, we show increased T and B cell clusters and distinct microbial patterns with amino acid and lipid metabolism are linked to exceptional clinical responses. This study suggests the immune milieu and host-microbiome can be leveraged to improve antitumor response in future immunotherapy trials.
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Affiliation(s)
- Spencer R Rosario
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
- Department of Pharmacology and Therapeutics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Mark D Long
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Shanmuga Chilakapati
- New England Inflammation and Tissue Protection Institute, Northeastern University, Boston, MA, 02111, USA
| | - Eduardo Cortes Gomez
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Sebastiano Battaglia
- Computational Biology Office of Translational Research, Janssen Pharmaceuticals, Buffalo, NY, 14263, USA
| | - Prashant K Singh
- Department of Cancer Genetics and Genomics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Jianmin Wang
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Katy Wang
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Kristopher Attwood
- Department of Clinical Research, American College of Radiology, Reston, VA, 20191, USA
| | - Suzanne M Hess
- Department of Gynecologic Oncology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - A J Robert McGray
- Department of Gynecologic Oncology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
- Department of Immunology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Kunle Odunsi
- Department of Obstetrics and Gynecology, University of Chicago Comprehensive Cancer Center, Chicago, IL, 60637, USA
| | - Brahm H Segal
- Department of Internal Medicine, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Gyorgy Paragh
- Department of Dermatology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Song Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA
| | - Jennifer A Wargo
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Emese Zsiros
- Department of Gynecologic Oncology, Roswell Park Comprehensive Cancer Center, Buffalo, NY, 14263, USA.
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4
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Yuan C, Rayasam A, Moe A, Hayward M, Wells C, Szabo A, Mackenzie A, Salzman N, Drobyski WR. Interleukin-9 production by type 2 innate lymphoid cells induces Paneth cell metaplasia and small intestinal remodeling. Nat Commun 2023; 14:7963. [PMID: 38042840 PMCID: PMC10693577 DOI: 10.1038/s41467-023-43248-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 11/03/2023] [Indexed: 12/04/2023] Open
Abstract
Paneth cell metaplasia (PCM) typically arises in pre-existing gastrointestinal (GI) diseases; however, the mechanistic pathway that induces metaplasia and whether PCM is initiated exclusively by disorders intrinsic to the GI tract is not well known. Here, we describe the development of PCM in a murine model of chronic myelogenous leukemia (CML) that is driven by an inducible bcr-abl oncogene. Mechanistically, CML induces a proinflammatory state within the GI tract that results in the production of epithelial-derived IL-33. The binding of IL-33 to the decoy receptor ST2 leads to IL-9 production by type 2 innate lymphoid cells (ILC2) which is directly responsible for the induction of PCM in the colon and tissue remodeling in the small intestines, characterized by goblet and tuft cell hyperplasia along with expansion of mucosal mast cells. Thus, we demonstrate that an extra-intestinal disease can trigger an ILC2/IL-9 immune circuit, which induces PCM and regulates epithelial cell fate decisions in the GI tract.
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Affiliation(s)
- Chengyin Yuan
- Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Aditya Rayasam
- Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Alison Moe
- Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Michael Hayward
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Clive Wells
- Department of Microbiology and Immunology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Aniko Szabo
- Division of Biostatistics, Institute of Health and Equity, Medical College of Wisconsin, Milwaukee, WI, USA
| | | | - Nita Salzman
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
| | - William R Drobyski
- Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA.
- Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA.
- Department of Microbiology and Immunology, Medical College of Wisconsin, Milwaukee, WI, USA.
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5
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Arévalo C, Rojas L, Santamaria M, Molina L, Arbeláez L, Sánchez P, Ballesteros-Ramírez R, Arevalo-Zambrano M, Quijano S, Cala MP, Fiorentino S. Untargeted metabolomic and lipidomic analyses reveal lipid dysregulation in the plasma of acute leukemia patients. Front Mol Biosci 2023; 10:1235160. [PMID: 38028534 PMCID: PMC10667492 DOI: 10.3389/fmolb.2023.1235160] [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: 06/05/2023] [Accepted: 10/27/2023] [Indexed: 12/01/2023] Open
Abstract
Acute leukemias (AL) are aggressive neoplasms with high mortality rates. Metabolomics and oxidative status have emerged as important tools to identify new biomarkers with clinical utility. To identify the metabolic differences between healthy individuals (HI) and patients with AL, a multiplatform untargeted metabolomic and lipidomic approach was conducted using liquid and gas chromatography coupled with quadrupole-time-of-flight mass spectrometry (LC-QTOF-MS or GC-QTOF-MS). Additionally, the total antioxidant capacity (TAC) was measured. A total of 20 peripheral blood plasma samples were obtained from patients with AL and 18 samples from HI. Our analysis revealed 135 differentially altered metabolites in the patients belonging to 12 chemical classes; likewise, the metabolic pathways of glycerolipids and sphingolipids were the most affected in the patients. A decrease in the TAC of the patients with respect to the HI was evident. This study conducted with a cohort of Colombian patients is consistent with observations from other research studies that suggest dysregulation of lipid compounds. Furthermore, metabolic differences between patients and HI appear to be independent of lifestyle, race, or geographic location, providing valuable information for future advancements in understanding the disease and developing more global therapies.
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Affiliation(s)
- Cindy Arévalo
- Grupo de Inmunobiología y Biología Celular, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá, Colombia
| | - Laura Rojas
- Grupo de Inmunobiología y Biología Celular, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá, Colombia
| | - Mary Santamaria
- MetCore—Metabolomics Core Facility, Vice-Presidency for Research, Universidad de Los Andes, Bogotá, Colombia
| | | | - Lina Arbeláez
- Hospital Universitario San Ignacio, Bogotá, Colombia
| | - Paula Sánchez
- Hospital Universitario San Ignacio, Bogotá, Colombia
| | - Ricardo Ballesteros-Ramírez
- Grupo de Inmunobiología y Biología Celular, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá, Colombia
| | | | - Sandra Quijano
- Grupo de Inmunobiología y Biología Celular, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá, Colombia
- Hospital Universitario San Ignacio, Bogotá, Colombia
| | - Mónica P. Cala
- MetCore—Metabolomics Core Facility, Vice-Presidency for Research, Universidad de Los Andes, Bogotá, Colombia
| | - Susana Fiorentino
- Grupo de Inmunobiología y Biología Celular, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá, Colombia
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6
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Balakrishnan B, Kulkarni UP, Pai AA, Illangeswaran RSS, Mohanan E, Mathews V, George B, Balasubramanian P. Biomarkers for early complications post hematopoietic cell transplantation: Insights and challenges. Front Immunol 2023; 14:1100306. [PMID: 36817455 PMCID: PMC9932777 DOI: 10.3389/fimmu.2023.1100306] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 01/23/2023] [Indexed: 02/05/2023] Open
Abstract
Hematopoietic cell transplantation is an established curative treatment option for various hematological malignant, and non-malignant diseases. However, the success of HCT is still limited by life-threatening early complications post-HCT, such as Graft Versus Host Disease (GVHD), Sinusoidal Obstruction Syndrome (SOS), and transplant-associated microangiopathy, to name a few. A decade of research in the discovery and validation of novel blood-based biomarkers aims to manage these early complications by using them for diagnosis or prognosis. Advances in this field have also led to predictive biomarkers to identify patients' likelihood of response to therapy. Although biomarkers have been extensively evaluated for different complications, these are yet to be used in routine clinical practice. This review provides a detailed summary of various biomarkers for individual early complications post-HCT, their discovery, validation, ongoing clinical trials, and their limitations. Furthermore, this review also provides insights into the biology of biomarkers and the challenge of obtaining a universal cut-off value for biomarkers.
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Affiliation(s)
- Balaji Balakrishnan
- Department of Integrative Biology, School of Bio Sciences and Technology, Vellore Institute of Technology, Vellore, India
| | | | - Aswin Anand Pai
- Department of Haematology, Christian Medical College, Vellore, India
| | | | | | - Vikram Mathews
- Department of Haematology, Christian Medical College, Vellore, India
| | - Biju George
- Department of Haematology, Christian Medical College, Vellore, India
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7
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Song Z, Tang G, Zhuang C, Wang Y, Wang M, Lv D, Lu G, Meng J, Xia M, Zhu Z, Chai Y, Yang J, Liu Y. Metabolomic profiling of cerebrospinal fluid reveals an early diagnostic model for central nervous system involvement in acute lymphoblastic leukaemia. Br J Haematol 2022; 198:994-1010. [PMID: 35708546 DOI: 10.1111/bjh.18307] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 05/25/2022] [Accepted: 05/30/2022] [Indexed: 12/18/2022]
Abstract
The pathogenesis of central nervous system involvement (CNSI) in patients with acute lymphoblastic leukaemia (ALL) remains unclear and a robust biomarker of early diagnosis is missing. An untargeted cerebrospinal fluid (CSF) metabolomics analysis was performed to identify independent risk biomarkers that could diagnose CNSI at the early stage. Thirty-three significantly altered metabolites between ALL patients with and without CNSI were identified, and a CNSI evaluation score (CES) was constructed to predict the risk of CNSI based on three independent risk factors (8-hydroxyguanosine, l-phenylalanine and hypoxanthine). This predictive model could diagnose CNSI with positive prediction values of 95.9% and 85.6% in the training and validation sets respectively. Moreover, CES score increased with the elevated level of central nervous system (CNSI) involvement. In addition, we validated this model by tracking the changes in CES at different stages of CNSI, including before CNSI and during CNSI, and in remission after CNSI. The CES showed good ability to predict the progress of CNSI. Finally, we constructed a nomogram to predict the risk of CNSI in clinical practice, which performed well compared with observed probability. This unique CSF metabolomics study may help us understand the pathogenesis of CNSI, diagnose CNSI at the early stage, and sequentially achieve personalized precision treatment.
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Affiliation(s)
- Zhiqiang Song
- School of Pharmacy, Naval Medical University (Second Military Medical University), Shanghai, China.,Institute of Hematology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Gusheng Tang
- Institute of Hematology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Chunlin Zhuang
- School of Pharmacy, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Yang Wang
- Institute of Hematology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Mian Wang
- Institute of Hematology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Diya Lv
- School of Pharmacy, Naval Medical University (Second Military Medical University), Shanghai, China.,Shanghai Key Laboratory for Pharmaceutical Metabolite Research, Shanghai, China
| | - Guihua Lu
- Institute of Hematology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Jie Meng
- Department of Laboratory Medicine, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Min Xia
- Department of Hematology, Shanghai Children's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Zhenyu Zhu
- School of Pharmacy, Naval Medical University (Second Military Medical University), Shanghai, China.,Shanghai Key Laboratory for Pharmaceutical Metabolite Research, Shanghai, China
| | - Yifeng Chai
- School of Pharmacy, Naval Medical University (Second Military Medical University), Shanghai, China.,Shanghai Key Laboratory for Pharmaceutical Metabolite Research, Shanghai, China
| | - Jianmin Yang
- Institute of Hematology, Changhai Hospital, Naval Medical University (Second Military Medical University), Shanghai, China
| | - Yue Liu
- School of Pharmacy, Naval Medical University (Second Military Medical University), Shanghai, China.,Shanghai Key Laboratory for Pharmaceutical Metabolite Research, Shanghai, China
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8
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Pan Z, Huang A, He Y, Zhang Z, Jiang C, Wang L, Qing K, Zhang S, Wang J, Hu X. Metabolic Reprogramming of Alloreactive T Cells Through TCR/MYC/mTORC1/E2F6 Signaling in aGvHD Patients. Front Immunol 2022; 13:850177. [PMID: 35401560 PMCID: PMC8989838 DOI: 10.3389/fimmu.2022.850177] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2022] [Accepted: 03/01/2022] [Indexed: 11/21/2022] Open
Abstract
Acute graft-versus-host disease (aGvHD) is the most common complication after allogeneic hematopoietic stem cell transplantation (allo-HSCT) and significantly linked with morbidity and mortality. Although much work has been engaged to investigate aGvHD pathogenesis, the understanding of alloreactive T-cell activation remains incomplete. To address this, we studied transcriptional activation of carbohydrate, nucleotide, tricarboxylic acid (TCA) cycle, and amino acid metabolism of T cells before aGvHD onset by mining the Gene Expression Omnibus (GEO) datasets. Glycolysis had the most extensive correlation with other activated metabolic sub-pathways. Through Pearson correlation analyses, we found that glycolytic activation was positively correlated with activated CD4 memory T-cell subset and T-cell proliferation and migration. T-cell receptor (TCR), mechanistic target of rapamycin complex 1 (mTORC1), myelocytomatosis oncogene (MYC) signaling pathways and E2F6 might be “master regulators” of glycolytic activity. aGvHD predictive model constructed by glycolytic genes (PFKP, ENO3, and GAPDH) through logistic regression showed high predictive and discriminative value. Furthermore, higher expressions of PFKP, ENO3, and GAPDH in alloreactive T cells were confirmed in our pre-aGvHD patient cohort. And the predictive value of the aGvHD risk model was also validated. In summary, our study demonstrated that glycolytic activation might play a pivotal function in alloreactive T-cell activation before aGvHD onset and would be the potential target for aGvHD therapy.
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Affiliation(s)
- Zengkai Pan
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Aijie Huang
- Department of Hematology, Changhai Hospital, Shanghai, China
| | - Yang He
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Zilu Zhang
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Chuanhe Jiang
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Luxiang Wang
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Kai Qing
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Sujiang Zhang
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jianmin Wang
- Department of Hematology, Changhai Hospital, Shanghai, China
| | - Xiaoxia Hu
- Shanghai Institute of Hematology, State Key Laboratory of Medical Genomics, National Research Center for Translational Medicine at Shanghai, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.,Collaborative Innovation Center of Hematology, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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9
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Rangel-Huerta OD, de la Torre-Aguilar MJ, Mesa MD, Flores-Rojas K, Pérez-Navero JL, Baena-Gómez MA, Gil A, Gil-Campos M. The Metabolic Impact of Two Different Parenteral Nutrition Lipid Emulsions in Children after Hematopoietic Stem Cell Transplantation: A Lipidomics Investigation. Int J Mol Sci 2022; 23:3667. [PMID: 35409026 PMCID: PMC8998446 DOI: 10.3390/ijms23073667] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 03/19/2022] [Accepted: 03/22/2022] [Indexed: 02/04/2023] Open
Abstract
Hematopoietic stem cell transplantation (HSCT) involves the infusion of either bone marrow or blood cells preceded by toxic chemotherapy. However, there is little knowledge about the clinical benefits of parenteral nutrition (PN) in patients receiving high-dose chemotherapy during HSCT. We investigated the lipidomic profile of plasma and the targeted fatty acid profiles of plasma and erythrocytes in children after HSCT using PN with either a fish oil-based lipid emulsion or a classic soybean oil emulsion. An untargeted liquid chromatography high-resolution mass spectrometry platform connected with a novel in silico annotation algorithm was utilized to determine the most relevant chemical subclasses affected. In addition, we explored the interrelation between the lipidomics profile in plasma, the targeted fatty acid profile in plasma and erythrocytes, several biomarkers of inflammation, and antioxidant defense using an innovative data integration analysis based on Latent Components. We observed that the fish oil-based lipid emulsion had an impact in several lipid subclasses, mainly glycerophosphocholines (PC), glycerophosphoserines (PS), glycerophosphoethanolamines (PE), oxidized PE (O-PE), 1-alkyl,2-acyl PS, lysophosphatidylethanolamines (LPE), oxidized PS (O-PS) and dicarboxylic acids. In contrast, the classic soybean oil emulsion did not. Several connections across the different blocks of data were found and aid in interpreting the impact of the lipid emulsions on metabolic health.
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Affiliation(s)
| | - María José de la Torre-Aguilar
- Department of Pediatrics, Unit of Pediatric Research, Reina Sofia University Hospital, Maimonides Institute of Biomedical Research of Cordoba (IMIBIC), University of Córdoba, Avda Menéndez Pidal s/n, 14004 Cordoba, Spain; (M.J.d.l.T.-A.); (K.F.-R.); (J.L.P.-N.); (M.A.B.-G.); (M.G.-C.)
| | - María Dolores Mesa
- Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology, Center of Biomedical Research, University of Granada, Avda. del Conocimiento s/n, 18016 Armilla, Spain;
- Instituto de Investigación Biosanitaria ibs.Granada, 18012 Granada, Spain
| | - Katherine Flores-Rojas
- Department of Pediatrics, Unit of Pediatric Research, Reina Sofia University Hospital, Maimonides Institute of Biomedical Research of Cordoba (IMIBIC), University of Córdoba, Avda Menéndez Pidal s/n, 14004 Cordoba, Spain; (M.J.d.l.T.-A.); (K.F.-R.); (J.L.P.-N.); (M.A.B.-G.); (M.G.-C.)
| | - Juan Luis Pérez-Navero
- Department of Pediatrics, Unit of Pediatric Research, Reina Sofia University Hospital, Maimonides Institute of Biomedical Research of Cordoba (IMIBIC), University of Córdoba, Avda Menéndez Pidal s/n, 14004 Cordoba, Spain; (M.J.d.l.T.-A.); (K.F.-R.); (J.L.P.-N.); (M.A.B.-G.); (M.G.-C.)
| | - María Auxiliadora Baena-Gómez
- Department of Pediatrics, Unit of Pediatric Research, Reina Sofia University Hospital, Maimonides Institute of Biomedical Research of Cordoba (IMIBIC), University of Córdoba, Avda Menéndez Pidal s/n, 14004 Cordoba, Spain; (M.J.d.l.T.-A.); (K.F.-R.); (J.L.P.-N.); (M.A.B.-G.); (M.G.-C.)
| | - Angel Gil
- Department of Biochemistry and Molecular Biology II, Institute of Nutrition and Food Technology, Center of Biomedical Research, University of Granada, Avda. del Conocimiento s/n, 18016 Armilla, Spain;
- Instituto de Investigación Biosanitaria ibs.Granada, 18012 Granada, Spain
| | - Mercedes Gil-Campos
- Department of Pediatrics, Unit of Pediatric Research, Reina Sofia University Hospital, Maimonides Institute of Biomedical Research of Cordoba (IMIBIC), University of Córdoba, Avda Menéndez Pidal s/n, 14004 Cordoba, Spain; (M.J.d.l.T.-A.); (K.F.-R.); (J.L.P.-N.); (M.A.B.-G.); (M.G.-C.)
- CIBEROBN (Physiopathology of Obesity and Nutrition), Institute of Health Carlos III (ISCIII), 28029 Madrid, Spain
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10
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Chen S, Chen K, Xu J, Li F, Ding J, Ma Z, Li G, Li H. Insights Into mRNA and Long Non-coding RNA Profiling RNA Sequencing in Uterus of Chickens With Pink and Blue Eggshell Colors. Front Vet Sci 2021; 8:736387. [PMID: 34692811 PMCID: PMC8529033 DOI: 10.3389/fvets.2021.736387] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Accepted: 08/30/2021] [Indexed: 11/17/2022] Open
Abstract
The blue egg is both of biological interest and economic importance for consumers, egg retailers, and scientists. To date, the genetic mechanisms underlying pigment have mainly focused on protein-coding genes. However, the underpinning mechanism of non-coding RNAs on the pigment deposition among different eggshell colors remains unknown. In this study, RNA sequencing was employed to profile the uterine gland transcriptome (lncRNA and mRNA) of 15 Changshun blue eggshell layers, to better understand the genetic mechanisms of deposition of blue eggshell color. Results showed that differentially expressed mRNAs, GO terms, and KEGG pathways among pink-eggshell and blue-eggshell chickens were mainly targeting immune- and transporter-related terms with the SLC family, IgJ, CD family, and MTMR genes. Furthermore, the progesterone-mediated oocyte maturation and cortisol synthesis and secretion pathway with targeted gene PGR and Pbx1 were significantly enriched between blue- and pink-eggshell chickens. Integrating analysis of lncRNA and mRNA profiles predicted 4 and 25 lncRNA–gene pairs by antisense and cis analysis. They were relative to immune, nerve, and lipids and amino acid metabolisms, porphyrin, and chlorophyll metabolism with targeted gene FECH and oxidative phosphorylation and cardiac muscle contraction pathways with targeted gene COX6A1. Within blue-eggshell chickens, the GO terms hindbrain tangential cell migration and phosphatidylinositol monophosphate phosphatase activity with targeted gene Plxna2 and MTRM1 were identified. Integrating analysis of lncRNA and mRNA profiles predicted 8 and 22 lncRNA–gene pairs. Most pathways were mainly enriched on lipid-related metabolisms as found in mRNA sequencing. The lncRNAs did exert similar functions in color formation by modulating pigment disposition and immune- and lipid-related metabolisms. Our results provide a catalog of chicken uterine lncRNAs and genes worthy of further studies to understand their roles in the selection for blue eggshell color layers.
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Affiliation(s)
- Siyu Chen
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Key Laboratory of Animal Molecular Design and Precise Breeding of Guangdong Higher Education Institutes, School of Life Science and Engineering, Foshan University, Foshan, China
| | - Kecheng Chen
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Key Laboratory of Animal Molecular Design and Precise Breeding of Guangdong Higher Education Institutes, School of Life Science and Engineering, Foshan University, Foshan, China
| | - Jiaming Xu
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Key Laboratory of Animal Molecular Design and Precise Breeding of Guangdong Higher Education Institutes, School of Life Science and Engineering, Foshan University, Foshan, China
| | - Fangwei Li
- Guizhou Changshun Tiannong Green Shell Laying Hen Industrial Co. Ltd, Chang Shun City, China
| | - Jinlong Ding
- Guizhou Changshun Tiannong Green Shell Laying Hen Industrial Co. Ltd, Chang Shun City, China
| | - Zheng Ma
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Key Laboratory of Animal Molecular Design and Precise Breeding of Guangdong Higher Education Institutes, School of Life Science and Engineering, Foshan University, Foshan, China
| | - Gen Li
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Key Laboratory of Animal Molecular Design and Precise Breeding of Guangdong Higher Education Institutes, School of Life Science and Engineering, Foshan University, Foshan, China
| | - Hua Li
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, Key Laboratory of Animal Molecular Design and Precise Breeding of Guangdong Higher Education Institutes, School of Life Science and Engineering, Foshan University, Foshan, China
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11
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Carty F, Dunbar H, Hawthorne IJ, Ting AE, Stubblefield SR, Van't Hof W, English K. IFN-γ and PPARδ influence the efficacy and retention of multipotent adult progenitor cells in graft vs host disease. Stem Cells Transl Med 2021; 10:1561-1574. [PMID: 34397170 PMCID: PMC8550699 DOI: 10.1002/sctm.21-0008] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Revised: 06/29/2021] [Accepted: 07/28/2021] [Indexed: 01/14/2023] Open
Abstract
Cell‐based therapy for the treatment of inflammatory disorders has focused on the application of mesenchymal stromal cells (MSCs) and multipotent adult progenitor cells (MAPCs). Despite the recent positive findings in industry‐sponsored clinical trials of MSCs and MAPCs for graft vs host disease (GvHD), cell therapy is efficacious in some but not all patients, highlighting the need to identify strategies to enhance cell‐based therapeutic efficacy. Here, we demonstrate the capacity for interferon (IFN)‐γ licensing to enhance human MAPC efficacy and retention following early administration in a humanized mouse model of acute GvHD (aGvHD). Activation of the nuclear receptor peroxisome proliferator‐activated receptor delta (PPARδ) negatively influenced the retention and efficacy of human MAPCs as well as IFN‐γ‐licensed MAPCs in the aGvHD model. PPARδ antagonism significantly enhanced the efficacy of human MAPCs when administered early in the humanized aGvHD model. COX‐2 expression in human MAPC was significantly decreased in IFN‐γ licensed MAPCs exposed to a PPARδ agonist. Importantly, MAPC exposure to the PPARδ antagonist in the presence of a COX‐2 inhibitor indomethacin before administration significantly reduced the efficacy of PPARδ antagonized MAPCs in the aGvHD humanized mouse model. This is the first study to demonstrate the importance of PPARδ in human MAPC efficacy in vivo and highlights the importance of understanding the disease microenvironment in which cell‐based therapies are to be administered. In particular, the presence of PPARδ ligands may negatively influence MAPC or MSC therapeutic efficacy.
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Affiliation(s)
- Fiona Carty
- Department of Biology, Maynooth University, Maynooth, Co. Kildare, Ireland.,Kathleen Lonsdale Institute for Human Health Research, Maynooth University, Maynooth, Co. Kildare, Ireland
| | - Hazel Dunbar
- Department of Biology, Maynooth University, Maynooth, Co. Kildare, Ireland.,Kathleen Lonsdale Institute for Human Health Research, Maynooth University, Maynooth, Co. Kildare, Ireland
| | - Ian J Hawthorne
- Department of Biology, Maynooth University, Maynooth, Co. Kildare, Ireland.,Kathleen Lonsdale Institute for Human Health Research, Maynooth University, Maynooth, Co. Kildare, Ireland
| | | | | | - Wouter Van't Hof
- Athersys, Inc, Cleveland, Ohio, USA.,Cleveland Cord Blood Center, Cleveland, Ohio, USA
| | - Karen English
- Department of Biology, Maynooth University, Maynooth, Co. Kildare, Ireland.,Kathleen Lonsdale Institute for Human Health Research, Maynooth University, Maynooth, Co. Kildare, Ireland
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12
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Kumari R, Palaniyandi S, Hildebrandt GC. Metabolic Reprogramming-A New Era How to Prevent and Treat Graft Versus Host Disease After Allogeneic Hematopoietic Stem Cell Transplantation Has Begun. Front Pharmacol 2020; 11:588449. [PMID: 33343357 PMCID: PMC7748087 DOI: 10.3389/fphar.2020.588449] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 09/29/2020] [Indexed: 12/19/2022] Open
Abstract
Allogeneic hematopoietic stem cell transplantation (HSCT) is the solitary therapeutic therapy for many types of hematological cancers. The benefits of this procedure are challenged by graft vs. host disease (GVHD), causing significant morbidity and mortality. Recent advances in the metabolomics field have revolutionized our understanding of complex human diseases, clinical diagnostics and allow to trace the de novo biosynthesis of metabolites. There is growing evidence for metabolomics playing a role in different aspects of GVHD, and therefore metabolomic reprogramming presents a novel tool for this disease. Pre-transplant cytokine profiles and metabolic status of allogeneic transplant recipients is shown to be linked with a threat of acute GVHD. Immune reactions underlying the pathophysiology of GVHD involve higher proliferation and migration of immune cells to the target site, requiring shifts in energy supply and demand. Metabolic changes and reduced availability of oxygen result in tissue and cellular hypoxia which is extensive enough to trigger transcriptional and translational changes. T cells, major players in acute GVHD pathophysiology, show increased glucose uptake and glycolytic activity. Effector T (Teff) cells activated during nutrient limiting conditions in vitro or multiplying during GVHD in vivo, depend more on oxidative phosphorylation (OXPHOS) and fatty acid oxidation (FAO). Dyslipidemia, such as the increase of medium and long chain fatty and polyunsaturated acids in plasma of GVHD patients, has been observed. Sphingolipids associate with inflammatory conditions and cancer. Chronic GVHD (cGVHD) patients show reduced branched-chain amino acids (BCAAs) and increased sulfur-containing metabolites post HSCT. Microbiota-derived metabolites such as aryl hydrocarbon receptor (AhR) ligands, bile acids, plasmalogens and short chain fatty acids vary significantly and affect allogeneic immune responses during acute GVHD. Considering the multitude of possibilities, how altered metabolomics are involved in GVHD biology, multi-timepoints related and multivariable biomarker panels for prognosticating and understanding GVHD are needed. In this review, we will discuss the recent work addressing metabolomics reprogramming to control GVHD in detail.
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Affiliation(s)
| | | | - Gerhard C. Hildebrandt
- Division of Hematology and Blood and Marrow Transplantation, Markey Cancer Center, University of Kentucky, Lexington, KY, United States
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13
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Clinical features and survival outcomes in IgD myeloma: a study by Asia Myeloma Network (AMN). Leukemia 2020; 35:1797-1802. [PMID: 33082513 PMCID: PMC8179848 DOI: 10.1038/s41375-020-01060-w] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Revised: 08/21/2020] [Accepted: 10/05/2020] [Indexed: 12/12/2022]
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14
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Chen S, Zeiser R. Novel Biomarkers for Outcome After Allogeneic Hematopoietic Stem Cell Transplantation. Front Immunol 2020; 11:1854. [PMID: 33013836 PMCID: PMC7461883 DOI: 10.3389/fimmu.2020.01854] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Accepted: 07/09/2020] [Indexed: 12/29/2022] Open
Abstract
Allogeneic hematopoietic stem cell transplantation (allo-HSCT) is a well-established curative treatment for various malignant hematological diseases. However, its clinical success is substantially limited by major complications including graft-vs.-host disease (GVHD) and relapse of the underlying disease. Although these complications are known to lead to significant morbidity and mortality, standardized pathways for risk stratification of patients undergoing allo-HSCT are lacking. Recent advances in the development of diagnostic and prognostic tools have allowed the identification of biomarkers in order to predict outcome after allo-HSCT. This review will provide a summary of clinically relevant biomarkers that have been studied to predict the development of acute GVHD, the responsiveness of affected patients to immunosuppressive treatment and the risk of non-relapse mortality. Furthermore, biomarkers associated with increased risk of relapse and subsequent mortality will be discussed.
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Affiliation(s)
- Sophia Chen
- Department of Immunology, Memorial Sloan Kettering Cancer Center, Sloan Kettering Institute, New York, NY, United States.,Department of Medicine I, Faculty of Medicine, Medical Center, University of Freiburg, Freiburg, Germany
| | - Robert Zeiser
- Department of Medicine I, Faculty of Medicine, Medical Center, University of Freiburg, Freiburg, Germany.,German Cancer Consortium (DKTK), Partner Site Freiburg, Freiburg, Germany.,Signalling Research Centres BIOSS and CIBSS - Centre for Integrative Biological Signalling Studies, University of Freiburg, Freiburg, Germany
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15
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Adom D, Rowan C, Adeniyan T, Yang J, Paczesny S. Biomarkers for Allogeneic HCT Outcomes. Front Immunol 2020; 11:673. [PMID: 32373125 PMCID: PMC7186420 DOI: 10.3389/fimmu.2020.00673] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Accepted: 03/25/2020] [Indexed: 12/23/2022] Open
Abstract
Allogeneic hematopoietic cell transplantation (HCT) remains the only curative therapy for many hematological malignant and non-malignant disorders. However, key obstacles to the success of HCT include graft-versus-host disease (GVHD) and disease relapse due to absence of graft-versus-tumor (GVT) effect. Over the last decade, advances in "omics" technologies and systems biology analysis, have allowed for the discovery and validation of blood biomarkers that can be used as diagnostic test and prognostic test (that risk-stratify patients before disease occurrence) for acute and chronic GVHD and recently GVT. There are also predictive biomarkers that categorize patients based on their likely to respond to therapy. Newer mathematical analysis such as machine learning is able to identify different predictors of GVHD using clinical characteristics pre-transplant and possibly in the future combined with other biomarkers. Biomarkers are not only useful to identify patients with higher risk of disease progression, but also help guide treatment decisions and/or provide a basis for specific therapeutic interventions. This review summarizes biomarkers definition, omics technologies, acute, chronic GVHD and GVT biomarkers currently used in clinic or with potential as targets for existing or new drugs focusing on novel published work.
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Affiliation(s)
- Djamilatou Adom
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States.,Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, United States.,Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Courtney Rowan
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States.,Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, United States.,Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Titilayo Adeniyan
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States.,Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, United States.,Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Jinfeng Yang
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States.,Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, United States.,Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN, United States
| | - Sophie Paczesny
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, United States.,Department of Microbiology and Immunology, Indiana University School of Medicine, Indianapolis, IN, United States.,Melvin and Bren Simon Cancer Center, Indiana University School of Medicine, Indianapolis, IN, United States
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