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: CRABP2

Gene summary for CRABP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRABP2

Gene ID

1382

Gene namecellular retinoic acid binding protein 2
Gene AliasCRABP-II
Cytomap1q23.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

P29373


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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
1382CRABP2GSM4909281HumanBreastIDC2.46e-02-3.33e-010.21
1382CRABP2GSM4909282HumanBreastIDC4.59e-316.86e-01-0.0288
1382CRABP2GSM4909285HumanBreastIDC3.22e-538.42e-010.21
1382CRABP2GSM4909287HumanBreastIDC7.06e-10-5.19e-010.2057
1382CRABP2GSM4909288HumanBreastIDC5.71e-08-7.66e-010.0988
1382CRABP2GSM4909289HumanBreastIDC5.60e-138.41e-010.1064
1382CRABP2GSM4909290HumanBreastIDC2.00e-20-7.49e-010.2096
1382CRABP2GSM4909293HumanBreastIDC7.13e-051.68e-010.1581
1382CRABP2GSM4909294HumanBreastIDC3.66e-03-3.54e-010.2022
1382CRABP2GSM4909297HumanBreastIDC1.97e-153.10e-010.1517
1382CRABP2GSM4909298HumanBreastIDC8.69e-073.09e-010.1551
1382CRABP2GSM4909304HumanBreastIDC1.58e-37-8.29e-010.1636
1382CRABP2GSM4909305HumanBreastIDC2.12e-023.22e-010.0436
1382CRABP2GSM4909306HumanBreastIDC1.95e-397.26e-010.1564
1382CRABP2GSM4909307HumanBreastIDC4.43e-468.19e-010.1569
1382CRABP2GSM4909308HumanBreastIDC1.50e-518.52e-010.158
1382CRABP2GSM4909311HumanBreastIDC1.19e-192.20e-020.1534
1382CRABP2GSM4909315HumanBreastIDC4.93e-09-5.47e-010.21
1382CRABP2GSM4909319HumanBreastIDC5.79e-413.14e-010.1563
1382CRABP2GSM4909320HumanBreastIDC4.99e-135.80e-010.1575
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00015587BreastPrecancerregulation of cell growth39/1080414/187231.81e-031.78e-0239
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
GO:001604913BreastIDCcell growth56/1434482/187231.16e-031.26e-0256
GO:000155813BreastIDCregulation of cell growth49/1434414/187231.55e-031.55e-0249
GO:00325358BreastIDCregulation of cellular component size45/1434383/187232.72e-032.41e-0245
GO:000854422BreastDCISepidermis development40/1390324/187231.05e-031.16e-0240
GO:001604923BreastDCIScell growth54/1390482/187231.60e-031.59e-0254
GO:000155822BreastDCISregulation of cell growth47/1390414/187232.39e-032.16e-0247
GO:003253514BreastDCISregulation of cellular component size44/1390383/187232.58e-032.30e-0244
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00325359CervixCCregulation of cellular component size76/2311383/187231.66e-053.21e-0476
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00459277CervixCCpositive regulation of growth53/2311259/187231.33e-041.64e-0353
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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
CRABP2SNVMissense_Mutationnovelc.379G>Ap.Asp127Asnp.D127NP29373protein_codingtolerated(0.07)probably_damaging(0.924)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
CRABP2SNVMissense_Mutationrs757917252c.412G>Cp.Glu138Glnp.E138QP29373protein_codingtolerated(0.09)benign(0.042)TCGA-DY-A1DC-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapycapecitabinePR
CRABP2SNVMissense_Mutationnovelc.124N>Ap.Val42Metp.V42MP29373protein_codingdeleterious(0.03)probably_damaging(0.981)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CRABP2SNVMissense_Mutationc.98N>Ap.Ala33Aspp.A33DP29373protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CRABP2SNVMissense_Mutationrs548565052c.179G>Ap.Arg60Hisp.R60HP29373protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-AP-A0LP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIHormone TherapymegaceSD
CRABP2SNVMissense_Mutationc.51N>Tp.Glu17Aspp.E17DP29373protein_codingtolerated(0.35)benign(0.003)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CRABP2SNVMissense_Mutationnovelc.317C>Tp.Pro106Leup.P106LP29373protein_codingtolerated(0.07)probably_damaging(1)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
CRABP2SNVMissense_Mutationrs548565052c.179G>Ap.Arg60Hisp.R60HP29373protein_codingdeleterious(0)possibly_damaging(0.857)TCGA-D1-A163-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolSD
CRABP2SNVMissense_Mutationnovelc.13N>Cp.Ser5Prop.S5PP29373protein_codingdeleterious(0.01)possibly_damaging(0.81)TCGA-D1-A2G0-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CRABP2SNVMissense_Mutationnovelc.92A>Tp.Lys31Metp.K31MP29373protein_codingdeleterious(0.04)possibly_damaging(0.449)TCGA-CC-A5UD-01Liverliver hepatocellular carcinomaMale<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
1382CRABP2NARETINOID12153175
1382CRABP2NABESTATIN METHYL ESTERBESTATIN METHYL ESTER21515062
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