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: CEACAM1

Gene summary for CEACAM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEACAM1

Gene ID

634

Gene nameCEA cell adhesion molecule 1
Gene AliasBGP
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P13688


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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
634CEACAM1TumorHumanCervixCC1.00e-032.21e-010.1241
634CEACAM1sample3HumanCervixCC4.21e-215.70e-010.1387
634CEACAM1H2HumanCervixHSIL_HPV1.56e-082.73e-010.0632
634CEACAM1T1HumanCervixCC2.11e-042.54e-010.0918
634CEACAM1T3HumanCervixCC6.61e-215.83e-010.1389
634CEACAM1HTA11_3410_2000001011HumanColorectumAD9.56e-03-3.11e-010.0155
634CEACAM1HTA11_2487_2000001011HumanColorectumSER1.45e-061.07e+00-0.1808
634CEACAM1HTA11_411_2000001011HumanColorectumSER2.79e-021.58e+00-0.2602
634CEACAM1HTA11_2112_2000001011HumanColorectumSER3.26e-071.52e+00-0.2196
634CEACAM1HTA11_1391_2000001011HumanColorectumAD4.26e-036.21e-01-0.059
634CEACAM1HTA11_866_3004761011HumanColorectumAD5.86e-03-8.34e-020.096
634CEACAM1A015-C-203HumanColorectumFAP2.52e-04-1.81e-01-0.1294
634CEACAM1A002-C-203HumanColorectumFAP1.70e-02-1.56e-010.2786
634CEACAM1A002-C-205HumanColorectumFAP1.38e-05-2.65e-01-0.1236
634CEACAM1A015-C-006HumanColorectumFAP2.10e-02-9.96e-02-0.0994
634CEACAM1A002-C-114HumanColorectumFAP4.08e-02-1.64e-01-0.1561
634CEACAM1A015-C-104HumanColorectumFAP1.15e-06-1.78e-01-0.1899
634CEACAM1A002-C-016HumanColorectumFAP8.73e-05-1.79e-010.0521
634CEACAM1A002-C-116HumanColorectumFAP3.65e-07-7.62e-02-0.0452
634CEACAM1A018-E-020HumanColorectumFAP4.70e-04-2.50e-01-0.2034
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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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:009013210CervixCCepithelium migration90/2311360/187232.45e-116.11e-0990
GO:00016679CervixCCameboidal-type cell migration110/2311475/187232.66e-116.36e-09110
GO:001063110CervixCCepithelial cell migration89/2311357/187233.72e-118.54e-0989
GO:009013010CervixCCtissue migration90/2311365/187235.42e-111.05e-0890
GO:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:001063210CervixCCregulation of epithelial cell migration72/2311292/187234.52e-094.43e-0772
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071738CervixCCepidermal growth factor receptor signaling pathway36/2311108/187231.04e-088.44e-0736
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:00381278CervixCCERBB signaling pathway37/2311121/187238.57e-084.88e-0637
GO:00443193CervixCCwound healing, spreading of cells17/231134/187239.86e-085.25e-0617
GO:00905053CervixCCepiboly involved in wound healing17/231134/187239.86e-085.25e-0617
GO:00072295CervixCCintegrin-mediated signaling pathway34/2311107/187231.01e-075.25e-0634
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
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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
CD209CEACAM1CD209_CEACAM1CEACAMBreastHealthy
SELECEACAM1SELE_CEACAM1CEACAMBreastHealthy
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCervixCC
SELECEACAM1SELE_CEACAM1CEACAMCervixCC
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCADJ
CD209CEACAM1CD209_CEACAM1CEACAMCRCMSI-H
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCMSI-H
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCMSS
CD209CEACAM1CD209_CEACAM1CEACAMCRCSER
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMCRCSER
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMEsophagusADJ
SELECEACAM1SELE_CEACAM1CEACAMEsophagusESCC
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMHNSCCADJ
SELECEACAM1SELE_CEACAM1CEACAMHNSCCADJ
SELECEACAM1SELE_CEACAM1CEACAMHNSCCHealthy
CD209CEACAM1CD209_CEACAM1CEACAMHNSCCOSCC
CEACAM1CEACAM5CEACAM1_CEACAM5CEACAMHNSCCOSCC
SELECEACAM1SELE_CEACAM1CEACAMHNSCCOSCC
SELECEACAM1SELE_CEACAM1CEACAMHNSCCPrecancer
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
CEACAM1SNVMissense_Mutationnovelc.1110N>Cp.Glu370Aspp.E370DP13688protein_codingtolerated(0.67)benign(0.05)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
CEACAM1insertionNonsense_Mutationnovelc.592_593insCTTAGTTGGTTTTTTTTGGTTp.Arg198delinsThrTerLeuValPhePheGlyTrpp.R198delinsT*LVFFGWP13688protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CEACAM1deletionFrame_Shift_Delnovelc.235delNp.Ile79LeufsTer2p.I79Lfs*2P13688protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CEACAM1SNVMissense_Mutationnovelc.1332N>Gp.Ile444Metp.I444MP13688protein_codingtolerated(0.08)possibly_damaging(0.605)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEACAM1SNVMissense_Mutationrs150099950c.944N>Tp.Thr315Metp.T315MP13688protein_codingtolerated(0.21)benign(0.255)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEACAM1SNVMissense_Mutationc.29N>Cp.Arg10Thrp.R10TP13688protein_codingtolerated(0.06)possibly_damaging(0.465)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEACAM1SNVMissense_Mutationnovelc.521C>Tp.Thr174Ilep.T174IP13688protein_codingtolerated(0.14)possibly_damaging(0.734)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CEACAM1SNVMissense_Mutationc.1080C>Ap.Phe360Leup.F360LP13688protein_codingtolerated(1)benign(0.015)TCGA-AG-A01N-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapycapecitabineSD
CEACAM1SNVMissense_Mutationnovelc.461C>Tp.Ser154Phep.S154FP13688protein_codingdeleterious(0.02)possibly_damaging(0.838)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CEACAM1SNVMissense_Mutationrs749934399c.89C>Tp.Pro30Leup.P30LP13688protein_codingtolerated(0.4)benign(0.017)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
634CEACAM1KINASE, CELL SURFACE, DRUGGABLE GENOMECHEMOKINES15937057
634CEACAM1KINASE, CELL SURFACE, DRUGGABLE GENOMEARCITUMOMABARCITUMOMAB
634CEACAM1KINASE, CELL SURFACE, DRUGGABLE GENOMERETINOID8609714
634CEACAM1KINASE, CELL SURFACE, DRUGGABLE GENOMERETINOIC ACID15364113
634CEACAM1KINASE, CELL SURFACE, DRUGGABLE GENOMEARCITUMOMABARCITUMOMAB
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