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: CEACAM5

Gene summary for CEACAM5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEACAM5

Gene ID

1048

Gene nameCEA cell adhesion molecule 5
Gene AliasCD66e
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

A0A024R0K5


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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
1048CEACAM5CA_HPV_2HumanCervixCC5.88e-124.17e-010.0391
1048CEACAM5TumorHumanCervixCC1.11e-052.33e-010.1241
1048CEACAM5sample3HumanCervixCC9.52e-296.34e-010.1387
1048CEACAM5H2HumanCervixHSIL_HPV4.66e-175.18e-010.0632
1048CEACAM5T3HumanCervixCC6.98e-256.70e-010.1389
1048CEACAM5HTA11_3410_2000001011HumanColorectumAD2.12e-325.66e-010.0155
1048CEACAM5HTA11_2487_2000001011HumanColorectumSER3.57e-452.22e+00-0.1808
1048CEACAM5HTA11_2951_2000001011HumanColorectumAD2.17e-094.66e-010.0216
1048CEACAM5HTA11_1938_2000001011HumanColorectumAD2.78e-571.70e+00-0.0811
1048CEACAM5HTA11_78_2000001011HumanColorectumAD1.02e-491.32e+00-0.1088
1048CEACAM5HTA11_347_2000001011HumanColorectumAD5.98e-431.27e+00-0.1954
1048CEACAM5HTA11_411_2000001011HumanColorectumSER9.56e-243.39e+00-0.2602
1048CEACAM5HTA11_2112_2000001011HumanColorectumSER1.09e-302.65e+00-0.2196
1048CEACAM5HTA11_3361_2000001011HumanColorectumAD1.12e-319.94e-01-0.1207
1048CEACAM5HTA11_83_2000001011HumanColorectumSER1.71e-211.15e+00-0.1526
1048CEACAM5HTA11_696_2000001011HumanColorectumAD3.02e-841.77e+00-0.1464
1048CEACAM5HTA11_866_2000001011HumanColorectumAD1.31e-551.34e+00-0.1001
1048CEACAM5HTA11_1391_2000001011HumanColorectumAD6.80e-581.76e+00-0.059
1048CEACAM5HTA11_2992_2000001011HumanColorectumSER2.50e-128.16e-01-0.1706
1048CEACAM5HTA11_5212_2000001011HumanColorectumAD1.08e-241.39e+00-0.2061
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:003410910CervixCChomotypic cell-cell adhesion26/231190/187232.12e-053.82e-0426
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:00511464CervixCCstriated muscle cell differentiation50/2311283/187235.53e-033.19e-0250
GO:003410914CervixHSIL_HPVhomotypic cell-cell adhesion13/73790/187234.92e-051.23e-0313
GO:005114612CervixHSIL_HPVstriated muscle cell differentiation22/737283/187231.94e-032.04e-0222
GO:0034109ColorectumADhomotypic cell-cell adhesion40/391890/187234.37e-071.67e-0540
GO:00341091ColorectumSERhomotypic cell-cell adhesion32/289790/187232.23e-069.31e-0532
GO:00341092ColorectumMSShomotypic cell-cell adhesion36/346790/187231.62e-065.32e-0536
GO:00341093ColorectumMSI-Hhomotypic cell-cell adhesion20/131990/187233.43e-061.89e-0420
GO:20002093EsophagusESCCregulation of anoikis20/855224/187231.69e-041.11e-0320
GO:00432761EsophagusESCCanoikis26/855234/187232.53e-041.55e-0326
GO:20008113EsophagusESCCnegative regulation of anoikis14/855217/187232.22e-039.78e-0314
GO:003410920EsophagusESCChomotypic cell-cell adhesion54/855290/187234.33e-031.72e-0254
GO:003410912LiverHCChomotypic cell-cell adhesion55/795890/187232.81e-042.02e-0355
GO:0042692LungIACmuscle cell differentiation65/2061384/187232.75e-044.54e-0365
GO:00511462LungIACstriated muscle cell differentiation47/2061283/187232.66e-032.45e-0247
GO:00341098LungIAChomotypic cell-cell adhesion19/206190/187233.82e-033.18e-0219
GO:003410919Oral cavityOSCChomotypic cell-cell adhesion55/730590/187231.78e-051.73e-0455
GO:20008112Oral cavityOSCCnegative regulation of anoikis15/730517/187234.02e-053.49e-0415
GO:0043276Oral cavityOSCCanoikis25/730534/187234.63e-053.90e-0425
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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
CD8ACEACAM5CD8A_CEACAM5CEACAMCervixCC
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCervixCC
CD8ACEACAM5CD8A_CEACAM5CEACAMCRCAD
CD8ACEACAM5CD8A_CEACAM5CEACAMCRCADJ
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCADJ
CD8ACEACAM5CD8A_CEACAM5CEACAMCRCMSI-H
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCMSI-H
CD8ACEACAM5CD8A_CEACAM5CEACAMCRCMSS
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCMSS
CD8ACEACAM5CD8A_CEACAM5CEACAMCRCSER
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCSER
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMEsophagusADJ
CD8ACEACAM5CD8A_CEACAM5CEACAMGCADJ
CD8ACEACAM5CD8A_CEACAM5CEACAMGCGC
CD8ACEACAM5CD8A_CEACAM5CEACAMHNSCCADJ
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMHNSCCADJ
CD8ACEACAM5CD8A_CEACAM5CEACAMHNSCCOSCC
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMHNSCCOSCC
CD8ACEACAM5CD8A_CEACAM5CEACAMLungMIAC
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMLungMIAC
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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
CEACAM5SNVMissense_Mutationc.122N>Gp.Thr41Argp.T41RP06731protein_codingtolerated(0.07)benign(0.007)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CEACAM5SNVMissense_Mutationrs782202653c.89C>Tp.Pro30Leup.P30LP06731protein_codingtolerated(1)benign(0.117)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CEACAM5SNVMissense_Mutationc.1009N>Ap.Asp337Asnp.D337NP06731protein_codingtolerated(0.74)benign(0.003)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
CEACAM5SNVMissense_Mutationc.2010G>Cp.Lys670Asnp.K670NP06731protein_codingdeleterious(0.02)benign(0.405)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CEACAM5SNVMissense_Mutationc.1318N>Ap.Ala440Thrp.A440TP06731protein_codingtolerated(0.38)probably_damaging(0.987)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
CEACAM5insertionFrame_Shift_Insnovelc.2093_2094insTp.Val699GlyfsTer10p.V699Gfs*10P06731protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CEACAM5SNVMissense_Mutationrs781903049c.1808N>Tp.Ser603Leup.S603LP06731protein_codingtolerated(0.21)benign(0.031)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CEACAM5SNVMissense_Mutationc.1918C>Ap.Leu640Ilep.L640IP06731protein_codingtolerated(0.05)probably_damaging(0.989)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
CEACAM5SNVMissense_Mutationc.328N>Ap.Gln110Lysp.Q110KP06731protein_codingtolerated(0.06)possibly_damaging(0.51)TCGA-AA-A02H-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CEACAM5SNVMissense_Mutationrs782511943c.658N>Tp.Pro220Serp.P220SP06731protein_codingdeleterious(0.03)benign(0.039)TCGA-AA-A02J-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMEGENISTEINGENISTEIN9331108
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMEGEFITINIBGEFITINIB15738541
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMECIGB-M3
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMEAnti-CEA CAR-T cells
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMEIDM-2101
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMECT84.66
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMEAnti-CEA-CAR T
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMELabetuzumab I-131
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMECAP1-6D
1048CEACAM5CELL SURFACE, DRUGGABLE GENOMECAR-T Cells targeting CEA
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