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: CERCAM

Gene summary for CERCAM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CERCAM

Gene ID

51148

Gene namecerebral endothelial cell adhesion molecule
Gene AliasCEECAM1
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q5T4B2


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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
51148CERCAMLZE4THumanEsophagusESCC2.56e-082.26e-010.0811
51148CERCAMLZE20THumanEsophagusESCC8.43e-113.46e-010.0662
51148CERCAMLZE22THumanEsophagusESCC1.40e-053.09e-010.068
51148CERCAMP2T-EHumanEsophagusESCC1.09e-254.90e-010.1177
51148CERCAMP4T-EHumanEsophagusESCC1.48e-258.00e-010.1323
51148CERCAMP5T-EHumanEsophagusESCC3.09e-054.13e-010.1327
51148CERCAMP8T-EHumanEsophagusESCC4.49e-183.32e-010.0889
51148CERCAMP9T-EHumanEsophagusESCC2.35e-187.25e-010.1131
51148CERCAMP10T-EHumanEsophagusESCC1.80e-114.32e-010.116
51148CERCAMP11T-EHumanEsophagusESCC2.86e-301.28e+000.1426
51148CERCAMP12T-EHumanEsophagusESCC1.31e-213.66e-010.1122
51148CERCAMP15T-EHumanEsophagusESCC9.17e-124.94e-010.1149
51148CERCAMP16T-EHumanEsophagusESCC1.66e-295.04e-010.1153
51148CERCAMP17T-EHumanEsophagusESCC1.01e-084.55e-010.1278
51148CERCAMP19T-EHumanEsophagusESCC3.86e-098.87e-010.1662
51148CERCAMP21T-EHumanEsophagusESCC8.86e-438.29e-010.1617
51148CERCAMP22T-EHumanEsophagusESCC1.34e-366.65e-010.1236
51148CERCAMP23T-EHumanEsophagusESCC5.54e-072.50e-010.108
51148CERCAMP24T-EHumanEsophagusESCC1.17e-185.24e-010.1287
51148CERCAMP26T-EHumanEsophagusESCC1.22e-174.17e-010.1276
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:000715918EsophagusESCCleukocyte cell-cell adhesion192/8552371/187231.03e-023.51e-02192
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
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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
CERCAMSNVMissense_Mutationc.628N>Tp.Val210Phep.V210FQ5T4B2protein_codingdeleterious(0)probably_damaging(0.992)TCGA-A8-A090-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CERCAMdeletionFrame_Shift_Delnovelc.968_990delTTGTCATCAGCCTGGCTCGCAGGp.Phe323SerfsTer2p.F323Sfs*2Q5T4B2protein_codingTCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CERCAMSNVMissense_Mutationrs201331661c.1717N>Tp.Arg573Cysp.R573CQ5T4B2protein_codingdeleterious(0)possibly_damaging(0.513)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CERCAMSNVMissense_Mutationc.439G>Cp.Asp147Hisp.D147HQ5T4B2protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CERCAMSNVMissense_Mutationc.1240N>Ap.Glu414Lysp.E414KQ5T4B2protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CERCAMSNVMissense_Mutationrs781104554c.670G>Ap.Glu224Lysp.E224KQ5T4B2protein_codingdeleterious(0.04)benign(0.001)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CERCAMSNVMissense_Mutationnovelc.359N>Tp.Gln120Leup.Q120LQ5T4B2protein_codingdeleterious(0.05)benign(0.03)TCGA-AA-3696-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CERCAMSNVMissense_Mutationnovelc.1262G>Ap.Ser421Asnp.S421NQ5T4B2protein_codingtolerated(0.34)benign(0.222)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CERCAMSNVMissense_Mutationrs770509829c.1585G>Ap.Ala529Thrp.A529TQ5T4B2protein_codingtolerated(0.22)benign(0.031)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CERCAMSNVMissense_Mutationnovelc.1311N>Tp.Glu437Aspp.E437DQ5T4B2protein_codingtolerated(0.38)benign(0.158)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
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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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