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: BCAM

Gene summary for BCAM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BCAM

Gene ID

4059

Gene namebasal cell adhesion molecule (Lutheran blood group)
Gene AliasAU
Cytomap19q13.32
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A087WXM8


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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
4059BCAMGSM4909282HumanBreastIDC6.79e-05-2.67e-01-0.0288
4059BCAMGSM4909290HumanBreastIDC5.95e-04-2.62e-010.2096
4059BCAMGSM4909296HumanBreastIDC2.03e-03-2.03e-010.1524
4059BCAMGSM4909298HumanBreastIDC1.49e-052.40e-010.1551
4059BCAMGSM4909308HumanBreastIDC8.25e-206.02e-010.158
4059BCAMGSM4909311HumanBreastIDC9.82e-15-1.62e-020.1534
4059BCAMGSM4909312HumanBreastIDC1.98e-083.36e-010.1552
4059BCAMGSM4909315HumanBreastIDC2.42e-03-2.34e-010.21
4059BCAMGSM4909319HumanBreastIDC3.01e-14-1.37e-010.1563
4059BCAMGSM4909321HumanBreastIDC2.88e-02-1.13e-020.1559
4059BCAMbrca1HumanBreastPrecancer1.43e-02-2.08e-01-0.0338
4059BCAMNCCBC14HumanBreastDCIS2.21e-03-1.19e-010.2021
4059BCAMNCCBC2HumanBreastDCIS5.91e-032.90e-010.1554
4059BCAMP1HumanBreastIDC2.22e-05-2.28e-010.1527
4059BCAMP2HumanBreastIDC3.97e-02-2.51e-010.21
4059BCAMDCIS2HumanBreastDCIS4.66e-436.34e-020.0085
4059BCAMLZE2THumanEsophagusESCC2.30e-091.20e+000.082
4059BCAMLZE3DHumanEsophagusHGIN1.01e-025.16e-010.0668
4059BCAMLZE4THumanEsophagusESCC1.93e-251.11e+000.0811
4059BCAMLZE7THumanEsophagusESCC1.03e-056.96e-010.0667
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:000716018EsophagusESCCcell-matrix adhesion141/8552233/187233.33e-063.71e-05141
GO:003158912LiverCirrhoticcell-substrate adhesion128/4634363/187234.10e-066.90e-05128
GO:000716011LiverCirrhoticcell-matrix adhesion85/4634233/187234.06e-054.83e-0485
GO:003158922LiverHCCcell-substrate adhesion188/7958363/187232.00e-041.55e-03188
GO:000716021LiverHCCcell-matrix adhesion123/7958233/187239.34e-045.47e-03123
GO:00071607LungIACcell-matrix adhesion63/2061233/187237.08e-124.27e-0963
GO:00315897LungIACcell-substrate adhesion85/2061363/187238.57e-124.27e-0985
GO:000716012LungAIScell-matrix adhesion60/1849233/187232.19e-122.55e-0960
GO:003158913LungAIScell-substrate adhesion80/1849363/187233.80e-123.16e-0980
GO:000716031LungMIACcell-matrix adhesion35/967233/187231.26e-087.17e-0635
GO:003158931LungMIACcell-substrate adhesion44/967363/187231.30e-073.56e-0544
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:000716016Oral cavityOSCCcell-matrix adhesion125/7305233/187233.76e-064.45e-05125
GO:003158918Oral cavityLPcell-substrate adhesion111/4623363/187235.94e-033.53e-02111
GO:003158910ProstateBPHcell-substrate adhesion110/3107363/187234.64e-112.96e-09110
GO:000716010ProstateBPHcell-matrix adhesion72/3107233/187234.17e-081.16e-0672
GO:003158916ProstateTumorcell-substrate adhesion109/3246363/187231.41e-096.71e-08109
GO:000716015ProstateTumorcell-matrix adhesion71/3246233/187235.40e-071.16e-0571
GO:003158920SkinAKcell-substrate adhesion74/1910363/187234.40e-093.30e-0774
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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
BCAMSNVMissense_Mutationrs777617369c.529N>Ap.Gly177Argp.G177RP50895protein_codingdeleterious(0)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
BCAMSNVMissense_Mutationc.1750N>Cp.Glu584Glnp.E584QP50895protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BCAMSNVMissense_Mutationc.593T>Cp.Met198Thrp.M198TP50895protein_codingtolerated(0.31)benign(0.015)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
BCAMSNVMissense_Mutationrs140735488c.1595G>Ap.Arg532Hisp.R532HP50895protein_codingtolerated(0.2)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
BCAMSNVMissense_Mutationrs766822712c.1358N>Tp.Ala453Valp.A453VP50895protein_codingtolerated(0.09)benign(0.012)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
BCAMSNVMissense_Mutationrs569668745c.1402G>Ap.Glu468Lysp.E468KP50895protein_codingtolerated(0.17)benign(0.355)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
BCAMSNVMissense_Mutationc.815N>Ap.Gly272Aspp.G272DP50895protein_codingtolerated(0.62)benign(0.27)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
BCAMSNVMissense_Mutationrs778465310c.427N>Ap.Val143Metp.V143MP50895protein_codingdeleterious(0.03)benign(0.293)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
BCAMSNVMissense_Mutationrs768582759c.905N>Tp.Thr302Metp.T302MP50895protein_codingtolerated(0.2)benign(0.058)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
BCAMSNVMissense_Mutationnovelc.895N>Tp.Pro299Serp.P299SP50895protein_codingdeleterious(0)possibly_damaging(0.874)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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