Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CCAR2

Gene summary for CCAR2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCAR2

Gene ID

57805

Gene namecell cycle and apoptosis regulator 2
Gene AliasDBC-1
Cytomap8p21.3
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q8N163


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
57805CCAR2LZE4THumanEsophagusESCC3.38e-071.86e-010.0811
57805CCAR2LZE7THumanEsophagusESCC8.79e-083.12e-010.0667
57805CCAR2LZE8THumanEsophagusESCC3.40e-061.88e-010.067
57805CCAR2LZE24THumanEsophagusESCC8.59e-092.80e-010.0596
57805CCAR2LZE21THumanEsophagusESCC1.00e-022.21e-010.0655
57805CCAR2P1T-EHumanEsophagusESCC1.47e-082.92e-010.0875
57805CCAR2P2T-EHumanEsophagusESCC7.46e-294.56e-010.1177
57805CCAR2P4T-EHumanEsophagusESCC2.60e-102.72e-010.1323
57805CCAR2P8T-EHumanEsophagusESCC1.58e-183.51e-010.0889
57805CCAR2P9T-EHumanEsophagusESCC7.15e-091.46e-010.1131
57805CCAR2P10T-EHumanEsophagusESCC3.37e-234.13e-010.116
57805CCAR2P11T-EHumanEsophagusESCC7.79e-041.67e-010.1426
57805CCAR2P12T-EHumanEsophagusESCC2.86e-213.34e-010.1122
57805CCAR2P15T-EHumanEsophagusESCC1.55e-141.97e-010.1149
57805CCAR2P16T-EHumanEsophagusESCC4.56e-294.86e-010.1153
57805CCAR2P17T-EHumanEsophagusESCC2.32e-063.31e-010.1278
57805CCAR2P19T-EHumanEsophagusESCC5.10e-073.50e-010.1662
57805CCAR2P20T-EHumanEsophagusESCC1.02e-172.80e-010.1124
57805CCAR2P21T-EHumanEsophagusESCC4.76e-172.44e-010.1617
57805CCAR2P22T-EHumanEsophagusESCC9.78e-122.51e-010.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:1903362111EsophagusESCCregulation of cellular protein catabolic process188/8552255/187235.12e-206.62e-18188
GO:1903050111EsophagusESCCregulation of proteolysis involved in cellular protein catabolic process163/8552221/187231.44e-171.27e-15163
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:0061136111EsophagusESCCregulation of proteasomal protein catabolic process142/8552187/187232.40e-172.00e-15142
GO:0032434111EsophagusESCCregulation of proteasomal ubiquitin-dependent protein catabolic process107/8552134/187234.06e-162.93e-14107
GO:2000058111EsophagusESCCregulation of ubiquitin-dependent protein catabolic process125/8552164/187231.17e-157.76e-14125
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:000941113EsophagusESCCresponse to UV115/8552149/187233.29e-151.93e-13115
GO:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:2001243111EsophagusESCCnegative regulation of intrinsic apoptotic signaling pathway78/855298/187235.50e-122.10e-1078
GO:0008630110EsophagusESCCintrinsic apoptotic signaling pathway in response to DNA damage78/855299/187231.43e-115.08e-1078
GO:0008637110EsophagusESCCapoptotic mitochondrial changes83/8552107/187231.43e-115.08e-1083
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CCAR2SNVMissense_Mutationnovelc.2452N>Tp.Arg818Cysp.R818CQ8N163protein_codingtolerated(0.11)probably_damaging(0.952)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CCAR2SNVMissense_Mutationnovelc.226N>Cp.Val76Leup.V76LQ8N163protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCAR2SNVMissense_Mutationc.406N>Cp.Gly136Argp.G136RQ8N163protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CCAR2SNVMissense_Mutationc.607C>Tp.Arg203Cysp.R203CQ8N163protein_codingdeleterious(0)probably_damaging(0.99)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
CCAR2insertionIn_Frame_Insnovelc.1330_1331insTTGp.Gln444delinsLeuGlup.Q444delinsLEQ8N163protein_codingTCGA-A8-A083-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCAR2insertionFrame_Shift_Insnovelc.1332_1333insACTCCCTGGAGTTGTCCTTGCACp.Gln445ThrfsTer69p.Q445Tfs*69Q8N163protein_codingTCGA-A8-A083-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCAR2insertionNonsense_Mutationnovelc.2552_2553insCTTTTTTTTTTCTTTTCTTTTTTGp.Glu851delinsAspPhePhePheSerPheLeuPheTerp.E851delinsDFFFSFLF*Q8N163protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCAR2insertionFrame_Shift_Insnovelc.227_228insCGCTCCAGGGAAATCTTTAGp.Phe77AlafsTer11p.F77Afs*11Q8N163protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCAR2deletionFrame_Shift_Delc.2359delNp.Ser789AlafsTer21p.S789Afs*21Q8N163protein_codingTCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CCAR2SNVMissense_Mutationrs200429085c.674N>Ap.Arg225Glnp.R225QQ8N163protein_codingtolerated(0.24)probably_damaging(0.968)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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