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: CCN1

Gene summary for CCN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCN1

Gene ID

3491

Gene namecellular communication network factor 1
Gene AliasCYR61
Cytomap1p22.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

O00622


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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
3491CCN1CA_HPV_1HumanCervixCC1.55e-06-1.60e-010.0264
3491CCN1TumorHumanCervixCC4.20e-07-1.75e-010.1241
3491CCN1sample1HumanCervixCC5.32e-043.57e-010.0959
3491CCN1T1HumanCervixCC3.54e-246.37e-010.0918
3491CCN1T2HumanCervixCC6.24e-096.14e-010.0709
3491CCN1AEH-subject1HumanEndometriumAEH7.22e-518.29e-01-0.3059
3491CCN1AEH-subject2HumanEndometriumAEH8.34e-195.05e-01-0.2525
3491CCN1AEH-subject3HumanEndometriumAEH1.02e-265.59e-01-0.2576
3491CCN1AEH-subject4HumanEndometriumAEH1.34e-378.51e-01-0.2657
3491CCN1AEH-subject5HumanEndometriumAEH6.95e-194.06e-01-0.2953
3491CCN1EEC-subject1HumanEndometriumEEC4.51e-357.06e-01-0.2682
3491CCN1EEC-subject2HumanEndometriumEEC3.02e-194.02e-01-0.2607
3491CCN1EEC-subject3HumanEndometriumEEC1.89e-074.08e-01-0.2525
3491CCN1EEC-subject4HumanEndometriumEEC5.97e-265.13e-01-0.2571
3491CCN1EEC-subject5HumanEndometriumEEC8.27e-529.35e-01-0.249
3491CCN1LZE3DHumanEsophagusHGIN8.88e-072.23e+000.0668
3491CCN1LZE4THumanEsophagusESCC7.96e-157.84e-010.0811
3491CCN1LZE5THumanEsophagusESCC1.48e-054.15e-010.0514
3491CCN1LZE7THumanEsophagusESCC1.40e-084.76e-010.0667
3491CCN1LZE8THumanEsophagusESCC1.65e-042.12e-010.067
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:009050414SkinSCCISepiboly6/91935/187236.58e-034.89e-026
GO:004586229SkincSCCpositive regulation of proteolysis169/4864372/187232.43e-162.21e-14169
GO:003425026SkincSCCpositive regulation of cellular amide metabolic process89/4864162/187233.95e-153.06e-1389
GO:000170124SkincSCCin utero embryonic development150/4864367/187232.47e-101.04e-08150
GO:005254728SkincSCCregulation of peptidase activity177/4864461/187232.21e-098.02e-08177
GO:005254828SkincSCCregulation of endopeptidase activity165/4864432/187231.18e-083.63e-07165
GO:001095227SkincSCCpositive regulation of peptidase activity85/4864197/187231.14e-072.69e-0685
GO:004328128SkincSCCregulation of cysteine-type endopeptidase activity involved in apoptotic process89/4864209/187231.20e-072.79e-0689
GO:200011628SkincSCCregulation of cysteine-type endopeptidase activity97/4864235/187232.01e-074.34e-0697
GO:004206029SkincSCCwound healing152/4864422/187232.66e-064.26e-05152
GO:001081027SkincSCCregulation of cell-substrate adhesion88/4864221/187234.26e-066.32e-0588
GO:0010950112SkincSCCpositive regulation of endopeptidase activity74/4864179/187234.98e-067.25e-0574
GO:000164923SkincSCCosteoblast differentiation89/4864229/187231.18e-051.51e-0489
GO:003158926SkincSCCcell-substrate adhesion130/4864363/187231.87e-052.23e-04130
GO:000189223SkincSCCembryonic placenta development39/486482/187232.08e-052.43e-0439
GO:006145825SkincSCCreproductive system development149/4864427/187232.30e-052.65e-04149
GO:004860824SkincSCCreproductive structure development148/4864424/187232.40e-052.74e-04148
GO:000189024SkincSCCplacenta development60/4864144/187232.84e-053.17e-0460
GO:004431921SkincSCCwound healing, spreading of cells20/486434/187235.14e-055.28e-0420
GO:009050521SkincSCCepiboly involved in wound healing20/486434/187235.14e-055.28e-0420
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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
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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
3491CCN1DRUGGABLE GENOMEANTISENSE OLIGONUCLEOTIDES18381294
3491CCN1DRUGGABLE GENOMEINTERLEUKIN-818025257
3491CCN1DRUGGABLE GENOMEHYPOTENSIVE AGENTS12724323
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