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: VCAN

Gene summary for VCAN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

VCAN

Gene ID

1462

Gene nameversican
Gene AliasCSPG2
Cytomap5q14.2-q14.3
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P13611


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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
1462VCANAEH-subject1HumanEndometriumAEH6.82e-04-4.39e-01-0.3059
1462VCANAEH-subject2HumanEndometriumAEH3.70e-19-7.02e-01-0.2525
1462VCANAEH-subject3HumanEndometriumAEH1.97e-08-4.97e-01-0.2576
1462VCANAEH-subject5HumanEndometriumAEH7.03e-13-5.88e-01-0.2953
1462VCANEEC-subject2HumanEndometriumEEC7.87e-17-6.81e-01-0.2607
1462VCANEEC-subject3HumanEndometriumEEC4.38e-11-4.27e-01-0.2525
1462VCANEEC-subject4HumanEndometriumEEC2.31e-16-6.39e-01-0.2571
1462VCANEEC-subject5HumanEndometriumEEC4.33e-15-6.61e-01-0.249
1462VCANGSM5276935HumanEndometriumEEC6.59e-23-7.49e-01-0.123
1462VCANGSM5276937HumanEndometriumEEC1.38e-12-6.16e-01-0.0897
1462VCANGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC2.79e-19-6.46e-01-0.1869
1462VCANGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.53e-14-6.49e-01-0.1875
1462VCANGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC6.30e-24-7.76e-01-0.1883
1462VCANGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.24e-16-5.13e-01-0.1917
1462VCANGSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC7.17e-17-5.47e-01-0.1916
1462VCANP2T-EHumanEsophagusESCC3.81e-165.16e-010.1177
1462VCANP4T-EHumanEsophagusESCC2.19e-111.09e+000.1323
1462VCANP5T-EHumanEsophagusESCC1.03e-039.52e-010.1327
1462VCANP8T-EHumanEsophagusESCC2.81e-117.96e-010.0889
1462VCANP9T-EHumanEsophagusESCC1.52e-131.37e+000.1131
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:00016498EndometriumAEHosteoblast differentiation52/2100229/187234.74e-071.92e-0552
GO:00015038EndometriumAEHossification78/2100408/187231.54e-064.85e-0578
GO:000164914EndometriumEECosteoblast differentiation53/2168229/187235.32e-072.02e-0553
GO:000150313EndometriumEECossification79/2168408/187232.72e-067.67e-0579
GO:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:000150331Oral cavityNEOLPossification81/2005408/187232.67e-081.15e-0681
GO:000164931Oral cavityNEOLPosteoblast differentiation47/2005229/187238.59e-061.66e-0447
GO:00016499ProstateBPHosteoblast differentiation75/3107229/187231.29e-095.57e-0875
GO:00015039ProstateBPHossification107/3107408/187234.31e-078.83e-06107
GO:000164915ProstateTumorosteoblast differentiation77/3246229/187231.55e-097.26e-0877
GO:000150314ProstateTumorossification109/3246408/187231.13e-062.14e-05109
GO:000164919SkinAKosteoblast differentiation52/1910229/187232.27e-081.28e-0652
GO:000150318SkinAKossification78/1910408/187233.26e-081.76e-0678
GO:0001649110SkinSCCISosteoblast differentiation34/919229/187237.78e-092.95e-0634
GO:000150319SkinSCCISossification47/919408/187235.02e-088.19e-0647
GO:000164923SkincSCCosteoblast differentiation89/4864229/187231.18e-051.51e-0489
GO:000150323SkincSCCossification137/4864408/187233.39e-042.68e-03137
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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
VCANSNVMissense_Mutationc.3023N>Gp.Asp1008Glyp.D1008GP13611protein_codingdeleterious(0.04)benign(0.194)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
VCANSNVMissense_Mutationc.9440N>Cp.Asn3147Thrp.N3147TP13611protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
VCANSNVMissense_Mutationc.4102N>Cp.Met1368Leup.M1368LP13611protein_codingtolerated(0.73)benign(0)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
VCANSNVMissense_Mutationc.5465N>Tp.Thr1822Ilep.T1822IP13611protein_codingdeleterious(0)benign(0.34)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VCANSNVMissense_Mutationrs759103599c.8477N>Tp.Ser2826Leup.S2826LP13611protein_codingdeleterious(0.01)possibly_damaging(0.796)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
VCANSNVMissense_Mutationnovelc.1362N>Cp.Glu454Aspp.E454DP13611protein_codingtolerated(0.14)benign(0.011)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VCANSNVMissense_Mutationnovelc.6683N>Cp.Lys2228Thrp.K2228TP13611protein_codingtolerated(0.15)benign(0.048)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
VCANSNVMissense_Mutationrs545968358c.1708A>Tp.Thr570Serp.T570SP13611protein_codingtolerated(0.09)benign(0.158)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VCANSNVMissense_Mutationc.3610C>Gp.Pro1204Alap.P1204AP13611protein_codingtolerated(0.05)benign(0.182)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
VCANSNVMissense_Mutationnovelc.3478N>Ap.His1160Asnp.H1160NP13611protein_codingtolerated(0.48)benign(0.021)TCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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
1462VCANDRUGGABLE GENOMECSACYCLOSPORINE14974815
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