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Zhang Y, Liu T, Hu X, Wang M, Wang J, Zou B, Tan P, Cui T, Dou Y, Ning L, huang Y, Rao S, Wang D, Zhao X. CellCall: integrating paired ligand-receptor and transcription factor activities for cell-cell communication. Nucleic Acids Res 2021; 49:8520-8534. [PMID: 34331449 PMCID: PMC8421219 DOI: 10.1093/nar/gkab638] [Citation(s) in RCA: 117] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2021] [Revised: 06/24/2021] [Accepted: 07/16/2021] [Indexed: 12/14/2022] Open
Abstract
With the dramatic development of single-cell RNA sequencing (scRNA-seq) technologies, the systematic decoding of cell-cell communication has received great research interest. To date, several in-silico methods have been developed, but most of them lack the ability to predict the communication pathways connecting the insides and outsides of cells. Here, we developed CellCall, a toolkit to infer inter- and intracellular communication pathways by integrating paired ligand-receptor and transcription factor (TF) activity. Moreover, CellCall uses an embedded pathway activity analysis method to identify the significantly activated pathways involved in intercellular crosstalk between certain cell types. Additionally, CellCall offers a rich suite of visualization options (Circos plot, Sankey plot, bubble plot, ridge plot, etc.) to present the analysis results. Case studies on scRNA-seq datasets of human testicular cells and the tumor immune microenvironment demonstrated the reliable and unique functionality of CellCall in intercellular communication analysis and internal TF activity exploration, which were further validated experimentally. Comparative analysis of CellCall and other tools indicated that CellCall was more accurate and offered more functions. In summary, CellCall provides a sophisticated and practical tool allowing researchers to decipher intercellular communication and related internal regulatory signals based on scRNA-seq data. CellCall is freely available at https://github.com/ShellyCoder/cellcall.
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Affiliation(s)
- Yang Zhang
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Tianyuan Liu
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Xuesong Hu
- State Key Laboratory of Organ Failure Research, Department of Developmental Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Mei Wang
- State Key Laboratory of Organ Failure Research, Department of Developmental Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Jing Wang
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Bohao Zou
- Department of Statistics, University of California Davis, Davis, CA, USA
| | - Puwen Tan
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Tianyu Cui
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Yiying Dou
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Lin Ning
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Yan huang
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Shuan Rao
- Department of Thoracic Surgery, Nanfang Hospital, Southern Medical University, Guangzhou 510515, China
| | - Dong Wang
- Department of Bioinformatics, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
| | - Xiaoyang Zhao
- State Key Laboratory of Organ Failure Research, Department of Developmental Biology, School of Basic Medical Sciences, Southern Medical University, Guangzhou 510515, China
- Guangdong Key Laboratory of Construction and Detection in Tissue Engineering, Southern Medical University, Guangzhou 510515, China
- Department of Gynecology, Zhujiang Hospital, Southern Medical University, Guangzhou 510280, China
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Cappelletti C, Tramacere I, Cavalcante P, Schena E, Politano L, Carboni N, Gambineri A, D’Amico A, Ruggiero L, Ricci G, Siciliano G, Boriani G, Mongini TE, Vercelli L, Biagini E, Ziacchi M, D’Apice MR, Lattanzi G, Mantegazza R, Maggi L, Bernasconi P. Cytokine Profile in Striated Muscle Laminopathies: New Promising Biomarkers for Disease Prediction. Cells 2020; 9:cells9061532. [PMID: 32585971 PMCID: PMC7348753 DOI: 10.3390/cells9061532] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Revised: 06/17/2020] [Accepted: 06/20/2020] [Indexed: 12/28/2022] Open
Abstract
Laminopathies are a wide and heterogeneous group of rare human diseases caused by mutations of the LMNA gene or related nuclear envelope genes. The variety of clinical phenotypes and the wide spectrum of histopathological changes among patients carrying an identical mutation in the LMNA gene make the prognostic process rather difficult, and classical genetic screens appear to have limited predictive value for disease development. The aim of this study was to evaluate whether a comprehensive profile of circulating cytokines may be a useful tool to differentiate and stratify disease subgroups, support clinical follow-ups and contribute to new therapeutic approaches. Serum levels of 51 pro- and anti-inflammatory molecules, including cytokines, chemokines and growth factors, were quantified by a Luminex multiple immune-assay in 53 patients with muscular laminopathy (Musc-LMNA), 10 with non-muscular laminopathy, 22 with other muscular disorders and in 35 healthy controls. Interleukin-17 (IL-17), granulocyte colony-stimulating factor (G-CSF) and transforming growth factor beta (TGF-β2) levels significantly discriminated Musc-LMNA from controls; interleukin-1β (IL-1β), interleukin-4 (IL-4) and interleukin-8 (IL-8) were differentially expressed in Musc-LMNA patients compared to those with non-muscular laminopathies, whereas IL-17 was significantly higher in Musc-LMNA patients with muscular and cardiac involvement. These findings support the hypothesis of a key role of the immune system in Musc-LMNA and emphasize the potential use of cytokines as biomarkers for these disorders.
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Affiliation(s)
- Cristina Cappelletti
- Neurology IV-Neuroimmunology and Neuromuscular Diseases Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, 20133 Milan, Italy; (P.C.); (R.M.); (L.M.); (P.B.)
- Correspondence: ; Tel.: +39-02-23944503/4511
| | - Irene Tramacere
- Department of Research and Clinical Development, Fondazione IRCCS Istituto Neurologico “Carlo Besta”, 20133 Milan, Italy;
| | - Paola Cavalcante
- Neurology IV-Neuroimmunology and Neuromuscular Diseases Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, 20133 Milan, Italy; (P.C.); (R.M.); (L.M.); (P.B.)
| | - Elisa Schena
- CNR Institute of Molecular Genetics, Unit of Bologna, 40136 Bologna, Italy; (E.S.); (G.L.)
- Endocrinology Unit, Department of Medical & Surgical Sciences, Alma Mater Studiorum University of Bologna, S Orsola-Malpighi Hospital, 40138 Bologna, Italy
| | - Luisa Politano
- Cardiomyology and Medical Genetics, Department of Experimental Medicine, University of Campania, Luigi Vanvitelli, 80138 Naples, Italy;
| | - Nicola Carboni
- Neurology Department, Hospital San Francesco of Nuoro, 08100 Nuoro, Italy;
| | - Alessandra Gambineri
- Endocrinology Unit, Department of Clinical and Medical Science, S. Orsola-Malpighi Hospital, University of Bologna, 40138 Bologna, Italy;
| | - Adele D’Amico
- Unit of Neuromuscular and Neurodegenerative Disorders, Bambino Gesù Children’s Hospital, 00165 Rome, Italy;
| | - Lucia Ruggiero
- Department of Neurosciences and Reproductive and Odontostomatologic Sciences, University Federico II, 80137 Naples, Italy;
| | - Giulia Ricci
- Department of Clinical and Experimental Medicine, Neurological Clinic, 56126 Pisa, Italy; (G.R.); (G.S.)
| | - Gabriele Siciliano
- Department of Clinical and Experimental Medicine, Neurological Clinic, 56126 Pisa, Italy; (G.R.); (G.S.)
| | - Giuseppe Boriani
- Cardiology Division, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Policlinico di Modena, 41121 Modena, Italy;
| | - Tiziana Enrica Mongini
- Department of Neurosciences “Rita Levi Montalcini”, University of Turin, 10124 Turin, Italy; (T.E.M.); (L.V.)
| | - Liliana Vercelli
- Department of Neurosciences “Rita Levi Montalcini”, University of Turin, 10124 Turin, Italy; (T.E.M.); (L.V.)
| | - Elena Biagini
- Azienda Ospedaliero Universitaria - Policlinico di St. Orsola, Cardiology Unit, Cardio-Thoracic-Vascular Department, 40138 Bologna, Italy; (E.B.); (M.Z.)
| | - Matteo Ziacchi
- Azienda Ospedaliero Universitaria - Policlinico di St. Orsola, Cardiology Unit, Cardio-Thoracic-Vascular Department, 40138 Bologna, Italy; (E.B.); (M.Z.)
| | - Maria Rosaria D’Apice
- Medical Genetics Unit, Policlinico Tor Vergata University Hospital, 00133 Rome, Italy;
| | - Giovanna Lattanzi
- CNR Institute of Molecular Genetics, Unit of Bologna, 40136 Bologna, Italy; (E.S.); (G.L.)
- IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
| | - Renato Mantegazza
- Neurology IV-Neuroimmunology and Neuromuscular Diseases Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, 20133 Milan, Italy; (P.C.); (R.M.); (L.M.); (P.B.)
| | - Lorenzo Maggi
- Neurology IV-Neuroimmunology and Neuromuscular Diseases Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, 20133 Milan, Italy; (P.C.); (R.M.); (L.M.); (P.B.)
| | - Pia Bernasconi
- Neurology IV-Neuroimmunology and Neuromuscular Diseases Unit, Fondazione IRCCS Istituto Neurologico Carlo Besta, 20133 Milan, Italy; (P.C.); (R.M.); (L.M.); (P.B.)
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