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: CEACAM6

Gene summary for CEACAM6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CEACAM6

Gene ID

4680

Gene nameCEA cell adhesion molecule 6
Gene AliasCD66c
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0001952

UniProtAcc

P40199


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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
4680CEACAM6HTA11_3410_2000001011HumanColorectumAD2.49e-05-3.34e-010.0155
4680CEACAM6HTA11_7696_3000711011HumanColorectumAD1.28e-04-2.93e-010.0674
4680CEACAM6HTA11_99999970781_79442HumanColorectumMSS6.57e-06-2.91e-010.294
4680CEACAM6HTA11_99999965104_69814HumanColorectumMSS1.13e-081.23e+000.281
4680CEACAM6HTA11_99999971662_82457HumanColorectumMSS4.74e-087.54e-010.3859
4680CEACAM6HTA11_99999973899_84307HumanColorectumMSS1.49e-171.55e+000.2585
4680CEACAM6A015-C-203HumanColorectumFAP1.28e-07-2.82e-01-0.1294
4680CEACAM6A001-C-119HumanColorectumFAP1.07e-02-3.19e-01-0.1557
4680CEACAM6A002-C-205HumanColorectumFAP9.77e-06-3.17e-01-0.1236
4680CEACAM6A014-C-108HumanColorectumFAP1.31e-03-3.28e-01-0.124
4680CEACAM6A001-C-104HumanColorectumFAP3.29e-04-2.69e-010.0184
4680CEACAM6A015-C-006HumanColorectumFAP2.14e-03-3.22e-01-0.0994
4680CEACAM6A015-C-106HumanColorectumFAP3.28e-04-2.59e-01-0.0511
4680CEACAM6A002-C-114HumanColorectumFAP7.47e-03-2.71e-01-0.1561
4680CEACAM6A015-C-104HumanColorectumFAP6.27e-09-3.09e-01-0.1899
4680CEACAM6A015-C-202HumanColorectumFAP2.33e-09-3.45e-01-0.0849
4680CEACAM6A001-C-014HumanColorectumFAP1.06e-04-2.22e-010.0135
4680CEACAM6A002-C-016HumanColorectumFAP4.35e-02-9.82e-020.0521
4680CEACAM6A001-C-203HumanColorectumFAP2.42e-07-3.17e-01-0.0481
4680CEACAM6A002-C-116HumanColorectumFAP2.63e-06-2.42e-01-0.0452
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000195418EsophagusESCCpositive regulation of cell-matrix adhesion40/855258/187232.83e-041.71e-0340
GO:002240720EsophagusESCCregulation of cell-cell adhesion239/8552448/187235.88e-043.19e-03239
GO:002240919EsophagusESCCpositive regulation of cell-cell adhesion155/8552284/187231.50e-037.06e-03155
GO:20008113EsophagusESCCnegative regulation of anoikis14/855217/187232.22e-039.78e-0314
GO:00341143EsophagusESCCregulation of heterotypic cell-cell adhesion18/855226/187231.32e-024.31e-0218
GO:00341135EsophagusESCCheterotypic cell-cell adhesion37/855261/187231.32e-024.31e-0237
GO:00071607LungIACcell-matrix adhesion63/2061233/187237.08e-124.27e-0963
GO:00315897LungIACcell-substrate adhesion85/2061363/187238.57e-124.27e-0985
GO:00019527LungIACregulation of cell-matrix adhesion40/2061128/187234.69e-109.93e-0840
GO:00108108LungIACregulation of cell-substrate adhesion57/2061221/187235.09e-101.04e-0757
GO:00457858LungIACpositive regulation of cell adhesion87/2061437/187232.59e-083.13e-0687
GO:00108118LungIACpositive regulation of cell-substrate adhesion29/2061123/187235.35e-051.21e-0329
GO:00224078LungIACregulation of cell-cell adhesion76/2061448/187238.16e-051.68e-0376
GO:00019546LungIACpositive regulation of cell-matrix adhesion16/206158/187233.85e-045.87e-0316
GO:00224097LungIACpositive regulation of cell-cell adhesion49/2061284/187239.60e-041.16e-0249
GO:000716012LungAIScell-matrix adhesion60/1849233/187232.19e-122.55e-0960
GO:003158913LungAIScell-substrate adhesion80/1849363/187233.80e-123.16e-0980
GO:001081013LungAISregulation of cell-substrate adhesion55/1849221/187237.48e-112.49e-0855
GO:000195212LungAISregulation of cell-matrix adhesion38/1849128/187232.93e-107.42e-0838
GO:004578513LungAISpositive regulation of cell adhesion77/1849437/187233.40e-072.83e-0577
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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
CEACAM6SNVMissense_Mutationrs782366279c.557N>Tp.Pro186Leup.P186LP40199protein_codingtolerated(0.1)benign(0.077)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
CEACAM6insertionFrame_Shift_Insnovelc.651_652insTp.Gln218SerfsTer10p.Q218Sfs*10P40199protein_codingTCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CEACAM6insertionNonsense_Mutationnovelc.652_653insGTGCATCTGTTGTGTGACACACACACCTGCCAGGGGCTTTTAp.Gln218delinsArgAlaSerValValTerHisThrHisLeuProGlyAlaPheLysp.Q218delinsRASVV*HTHLPGAFKP40199protein_codingTCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CEACAM6insertionNonsense_Mutationnovelc.706_707insCACACAGAAAATACAGCTAGGGGGGCAAAGTAGGACTAAAGCTTp.Gly236AlafsTer7p.G236Afs*7P40199protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CEACAM6SNVMissense_Mutationrs143238640c.994N>Ap.Gly332Serp.G332SP40199protein_codingtolerated(0.75)benign(0.08)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEACAM6SNVMissense_Mutationc.29G>Ap.Arg10Lysp.R10KP40199protein_codingtolerated(0.36)benign(0.331)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CEACAM6SNVMissense_Mutationnovelc.215N>Cp.Arg72Thrp.R72TP40199protein_codingtolerated(0.68)benign(0.012)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CEACAM6SNVMissense_Mutationc.808N>Ap.Ser270Thrp.S270TP40199protein_codingtolerated(0.11)probably_damaging(0.936)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CEACAM6insertionFrame_Shift_Insnovelc.650_651insGp.Ile217MetfsTer11p.I217Mfs*11P40199protein_codingTCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CEACAM6insertionFrame_Shift_Insnovelc.650_651insGp.Ile217MetfsTer11p.I217Mfs*11P40199protein_codingTCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=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
4680CEACAM6CELL SURFACE, DRUGGABLE GENOMEANTISERUM6388310
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