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: CABYR

Gene summary for CABYR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CABYR

Gene ID

26256

Gene namecalcium binding tyrosine phosphorylation regulated
Gene AliasCABYRa
Cytomap18q11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0D9SFQ2


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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
26256CABYRLZE4THumanEsophagusESCC3.18e-051.96e-010.0811
26256CABYRLZE7THumanEsophagusESCC1.62e-042.60e-010.0667
26256CABYRP2T-EHumanEsophagusESCC2.37e-101.53e-010.1177
26256CABYRP4T-EHumanEsophagusESCC1.49e-092.03e-010.1323
26256CABYRP8T-EHumanEsophagusESCC8.50e-107.17e-020.0889
26256CABYRP9T-EHumanEsophagusESCC1.78e-214.61e-010.1131
26256CABYRP10T-EHumanEsophagusESCC1.73e-066.58e-020.116
26256CABYRP12T-EHumanEsophagusESCC3.22e-071.38e-010.1122
26256CABYRP15T-EHumanEsophagusESCC8.54e-164.03e-010.1149
26256CABYRP16T-EHumanEsophagusESCC1.37e-121.29e-010.1153
26256CABYRP21T-EHumanEsophagusESCC2.12e-081.07e-010.1617
26256CABYRP22T-EHumanEsophagusESCC3.07e-163.25e-010.1236
26256CABYRP26T-EHumanEsophagusESCC1.88e-121.47e-010.1276
26256CABYRP27T-EHumanEsophagusESCC6.77e-091.14e-010.1055
26256CABYRP28T-EHumanEsophagusESCC4.71e-079.33e-020.1149
26256CABYRP30T-EHumanEsophagusESCC5.31e-175.83e-010.137
26256CABYRP31T-EHumanEsophagusESCC9.91e-041.08e-010.1251
26256CABYRP32T-EHumanEsophagusESCC1.53e-061.16e-010.1666
26256CABYRP39T-EHumanEsophagusESCC2.43e-071.98e-010.0894
26256CABYRP42T-EHumanEsophagusESCC2.93e-031.19e-010.1175
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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
∗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:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
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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
CABYRSNVMissense_Mutationc.371C>Tp.Ser124Leup.S124LO75952protein_codingdeleterious(0.02)probably_damaging(0.96)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
CABYRSNVMissense_Mutationrs779314323c.401N>Tp.Thr134Metp.T134MO75952protein_codingdeleterious(0.03)possibly_damaging(0.469)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CABYRSNVMissense_Mutationnovelc.1047N>Cp.Glu349Aspp.E349DO75952protein_codingtolerated_low_confidence(0.64)benign(0)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CABYRinsertionFrame_Shift_Insnovelc.522_523insGATTATAp.Leu175AspfsTer10p.L175Dfs*10O75952protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
CABYRinsertionNonsense_Mutationnovelc.523_524insGCATGAGCCATCGTGCCTGACCTAGTGTTTGCATp.Leu175ArgfsTer7p.L175Rfs*7O75952protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
CABYRinsertionFrame_Shift_Insnovelc.1416_1417insTGp.Pro473CysfsTer25p.P473Cfs*25O75952protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CABYRinsertionFrame_Shift_Insnovelc.1418_1419insAGAACAAATAGTTATCCCTTTTACTGATCAAGTTGCTTGTCp.Pro474GlufsTer37p.P474Efs*37O75952protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CABYRSNVMissense_Mutationc.520N>Ap.Gln174Lysp.Q174KO75952protein_codingdeleterious(0)probably_damaging(0.989)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
CABYRSNVMissense_Mutationnovelc.389N>Ap.Gly130Aspp.G130DO75952protein_codingtolerated(0.55)benign(0.15)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CABYRSNVMissense_Mutationnovelc.454N>Ap.Pro152Thrp.P152TO75952protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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