Simple Summary CellCall is an R package tool that is used to analyze cell-cell communication based on transcription factor (TF) activities calculated by cell-type specificity of target genes and thus cannot directly handle two-condition comparisons. We developed CellCallEXT to complement CellCall. CellCallEXT can directly identify ligand-receptor (L-R) interactions that alter the expression profiles of downstream genes between two conditions, such as tumor and healthy tissue. Scoring in CellCallEXT quantitatively integrates expression of ligands, receptors, TFs, and target genes (TGs). The pathway enrichment analysis and visualization modules allow biologists to investigate how disease alters cell-cell communication. Furthermore, Reactome pathways were added into CellCallEXT to expand the L-R-TF database. (1) Background: Single-cell RNA sequencing (scRNA-seq) data are useful for decoding cell-cell communication. CellCall is a tool that is used to infer inter- and intracellular communication pathways by integrating paired ligand-receptor (L-R) and transcription factor (TF) activities from steady-state data and thus cannot directly handle two-condition comparisons. For tumor and healthy status, it can only individually analyze cells from tumor or healthy tissue and examine L-R pairs only identified in either tumor or healthy controls, but not both together. Furthermore, CellCall is highly affected by gene expression specificity in tissues. (2) Methods: CellCallEXT is an extension of CellCall that deconvolutes intercellular communication and related internal regulatory signals based on scRNA-seq. Information on Reactome was retrieved and integrated with prior knowledge of L-R-TF signaling and gene regulation datasets of CellCall. (3) Results: CellCallEXT was successfully applied to examine tumors and immune cell microenvironments and to identify the altered L-R pairs and downstream gene regulatory networks among immune cells. Application of CellCallEXT to scRNA-seq data from patients with deficiency of adenosine deaminase 2 demonstrated its ability to impute dysfunctional intercellular communication and related transcriptional factor activities. (4) Conclusions: CellCallEXT provides a practical tool to examine intercellular communication in disease based on scRNA-seq data.
机构:
Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Univ Calif San Diego, Novo Nordisk Fdn, Ctr Biosustainabil, La Jolla, CA 92093 USA
Univ Calif San Diego, Bioinformat & Syst Biol Grad Program, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Armingol, Erick
Officer, Adam
论文数: 0引用数: 0
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机构:
Univ Calif San Diego, Bioinformat & Syst Biol Grad Program, La Jolla, CA 92093 USA
Univ Calif San Diego, Div Biomed Informat, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Officer, Adam
Harismendy, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Div Biomed Informat, La Jolla, CA 92093 USA
Univ Calif San Diego, Moores Canc Ctr, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Harismendy, Olivier
Lewis, Nathan E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Univ Calif San Diego, Novo Nordisk Fdn, Ctr Biosustainabil, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
机构:
Tabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Tabriz Univ Med Sci, Sch Adv Med Sci, Dept Med Biotechnol, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Baghba, Roghayyeh
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机构:
Roshangar, Leila
Jahanban-Esfahlan, Rana
论文数: 0引用数: 0
h-index: 0
机构:
Tabriz Univ Med Sci, Sch Adv Med Sci, Dept Med Biotechnol, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Jahanban-Esfahlan, Rana
Seidi, Khaled
论文数: 0引用数: 0
h-index: 0
机构:
Tabriz Univ Med Sci, Biotechnol Res Ctr, Tabriz, Iran
Tabriz Univ Med Sci, Student Res Comm, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Seidi, Khaled
Ebrahimi-Kalan, Abbas
论文数: 0引用数: 0
h-index: 0
机构:
Tabriz Univ Med Sci, Sch Adv Med Sci, Dept Neurosci & Cognit, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Ebrahimi-Kalan, Abbas
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机构:
Jaymand, Mehdi
Kolahian, Saeed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Tuebingen, Dept Expt & Clin Pharmacol & Pharmacogen, Tubingen, GermanyTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Kolahian, Saeed
Javaheri, Tahereh
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Metropolitan Coll, Hlth Informat Lab, Boston, MA 02215 USATabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Javaheri, Tahereh
Zare, Peyman
论文数: 0引用数: 0
h-index: 0
机构:
Polish Acad Sci, Dioscuri Ctr Chromatin Biol & Epigen, Nencki Inst Expt Biol, Warsaw, Poland
Cardinal Stefan VVyszynski Univ Warsaw, Fac Med, PL-01938 Warsaw, PolandTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
机构:
Theodor Billroth Acad, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Richmond, VA USA
Bon Secours Canc Inst, Richmond, VA USATheodor Billroth Acad, Munich, Germany
Bruecher, Bjoern L. D. M.
Jamall, Ijaz S.
论文数: 0引用数: 0
h-index: 0
机构:
Theodor Billroth Acad, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Richmond, VA USA
Risk Based Decis Inc, Sacramento, CA USATheodor Billroth Acad, Munich, Germany
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
O'Kelly, Gavin
Wu, Guanming
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Wu, Guanming
Haw, Robin
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Haw, Robin
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机构:
Gillespie, Marc
Matthews, Lisa
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Matthews, Lisa
Caudy, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Caudy, Michael
Garapati, Phani
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Garapati, Phani
Gopinath, Gopal
论文数: 0引用数: 0
h-index: 0
机构:
US FDA, Ctr Food Safety & Appl Nutr, Laurel, MD 20708 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Gopinath, Gopal
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机构:
Jassal, Bijay
Jupe, Steven
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Jupe, Steven
Kalatskaya, Irina
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Kalatskaya, Irina
Mahajan, Shahana
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USA
CUNY Hunter Coll, Sch Hlth Sci, New York, NY 10010 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Mahajan, Shahana
May, Bruce
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
May, Bruce
Ndegwa, Nelson
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Ndegwa, Nelson
Schmidt, Esther
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Schmidt, Esther
Shamovsky, Veronica
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Shamovsky, Veronica
Yung, Christina
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Yung, Christina
Birney, Ewan
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Birney, Ewan
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机构:
Hermjakob, Henning
D'Eustachio, Peter
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
D'Eustachio, Peter
Stein, Lincoln
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Cold Spring Harbor Lab, Cold Spring Harbor, NY 11724 USA
Univ Toronto, Dept Mol Genet, Toronto, ON M5S 1A1, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
机构:
NHGRI, NIH, Bethesda, MD 20892 USA
Zhejiang Univ, Med Ctr, Liangzhu Lab, Hangzhou, Peoples R China
Zhejiang Univ, Life Sci Inst, Hangzhou, Peoples R ChinaNHGRI, NIH, Bethesda, MD 20892 USA
机构:
Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Univ Calif San Diego, Novo Nordisk Fdn, Ctr Biosustainabil, La Jolla, CA 92093 USA
Univ Calif San Diego, Bioinformat & Syst Biol Grad Program, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Armingol, Erick
Officer, Adam
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Bioinformat & Syst Biol Grad Program, La Jolla, CA 92093 USA
Univ Calif San Diego, Div Biomed Informat, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Officer, Adam
Harismendy, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Div Biomed Informat, La Jolla, CA 92093 USA
Univ Calif San Diego, Moores Canc Ctr, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Harismendy, Olivier
Lewis, Nathan E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
Univ Calif San Diego, Novo Nordisk Fdn, Ctr Biosustainabil, La Jolla, CA 92093 USA
Univ Calif San Diego, Dept Bioengn, La Jolla, CA 92093 USAUniv Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
机构:
Tabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Tabriz Univ Med Sci, Sch Adv Med Sci, Dept Med Biotechnol, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Baghba, Roghayyeh
论文数: 引用数:
h-index:
机构:
Roshangar, Leila
Jahanban-Esfahlan, Rana
论文数: 0引用数: 0
h-index: 0
机构:
Tabriz Univ Med Sci, Sch Adv Med Sci, Dept Med Biotechnol, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Jahanban-Esfahlan, Rana
Seidi, Khaled
论文数: 0引用数: 0
h-index: 0
机构:
Tabriz Univ Med Sci, Biotechnol Res Ctr, Tabriz, Iran
Tabriz Univ Med Sci, Student Res Comm, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Seidi, Khaled
Ebrahimi-Kalan, Abbas
论文数: 0引用数: 0
h-index: 0
机构:
Tabriz Univ Med Sci, Sch Adv Med Sci, Dept Neurosci & Cognit, Tabriz, IranTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Ebrahimi-Kalan, Abbas
论文数: 引用数:
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机构:
Jaymand, Mehdi
Kolahian, Saeed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hosp Tuebingen, Dept Expt & Clin Pharmacol & Pharmacogen, Tubingen, GermanyTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Kolahian, Saeed
Javaheri, Tahereh
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Metropolitan Coll, Hlth Informat Lab, Boston, MA 02215 USATabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
Javaheri, Tahereh
Zare, Peyman
论文数: 0引用数: 0
h-index: 0
机构:
Polish Acad Sci, Dioscuri Ctr Chromatin Biol & Epigen, Nencki Inst Expt Biol, Warsaw, Poland
Cardinal Stefan VVyszynski Univ Warsaw, Fac Med, PL-01938 Warsaw, PolandTabriz Univ Med Sci, Drug Appl Res Ctr, Tabriz, Iran
机构:
Theodor Billroth Acad, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Richmond, VA USA
Bon Secours Canc Inst, Richmond, VA USATheodor Billroth Acad, Munich, Germany
Bruecher, Bjoern L. D. M.
Jamall, Ijaz S.
论文数: 0引用数: 0
h-index: 0
机构:
Theodor Billroth Acad, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Munich, Germany
Theodor Billroth Acad, INCORE, Int Consortium Res Excellence, Richmond, VA USA
Risk Based Decis Inc, Sacramento, CA USATheodor Billroth Acad, Munich, Germany
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
O'Kelly, Gavin
Wu, Guanming
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Wu, Guanming
Haw, Robin
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Haw, Robin
论文数: 引用数:
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机构:
Gillespie, Marc
Matthews, Lisa
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Matthews, Lisa
Caudy, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Caudy, Michael
Garapati, Phani
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Garapati, Phani
Gopinath, Gopal
论文数: 0引用数: 0
h-index: 0
机构:
US FDA, Ctr Food Safety & Appl Nutr, Laurel, MD 20708 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Gopinath, Gopal
论文数: 引用数:
h-index:
机构:
Jassal, Bijay
Jupe, Steven
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Jupe, Steven
Kalatskaya, Irina
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Kalatskaya, Irina
Mahajan, Shahana
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USA
CUNY Hunter Coll, Sch Hlth Sci, New York, NY 10010 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Mahajan, Shahana
May, Bruce
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
May, Bruce
Ndegwa, Nelson
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Ndegwa, Nelson
Schmidt, Esther
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Schmidt, Esther
Shamovsky, Veronica
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Shamovsky, Veronica
Yung, Christina
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Yung, Christina
Birney, Ewan
论文数: 0引用数: 0
h-index: 0
机构:
Wellcome Trust Genome Campus, European Bioinformat Inst, Cambridge CB10 1SD, EnglandOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Birney, Ewan
论文数: 引用数:
h-index:
机构:
Hermjakob, Henning
D'Eustachio, Peter
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Sch Med, Dept Biochem, New York, NY 10016 USAOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
D'Eustachio, Peter
Stein, Lincoln
论文数: 0引用数: 0
h-index: 0
机构:
Ontario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
Cold Spring Harbor Lab, Cold Spring Harbor, NY 11724 USA
Univ Toronto, Dept Mol Genet, Toronto, ON M5S 1A1, CanadaOntario Inst Canc Res Informat & Biocomp, Toronto, ON M5G 0A3, Canada
机构:
NHGRI, NIH, Bethesda, MD 20892 USA
Zhejiang Univ, Med Ctr, Liangzhu Lab, Hangzhou, Peoples R China
Zhejiang Univ, Life Sci Inst, Hangzhou, Peoples R ChinaNHGRI, NIH, Bethesda, MD 20892 USA