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: CLSTN1

Gene summary for CLSTN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLSTN1

Gene ID

22883

Gene namecalsyntenin 1
Gene AliasALC-ALPHA
Cytomap1p36.22
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

O94985


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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
22883CLSTN1HCC2_MengHumanLiverHCC1.63e-301.33e-010.0107
22883CLSTN1cirrhotic1HumanLiverCirrhotic1.92e-047.39e-020.0202
22883CLSTN1cirrhotic2HumanLiverCirrhotic2.88e-121.87e-010.0201
22883CLSTN1cirrhotic3HumanLiverCirrhotic1.28e-031.28e-010.0215
22883CLSTN1HCC1HumanLiverHCC7.44e-205.28e+000.5336
22883CLSTN1HCC2HumanLiverHCC1.52e-123.76e+000.5341
22883CLSTN1S014HumanLiverHCC2.18e-351.38e+000.2254
22883CLSTN1S015HumanLiverHCC6.12e-261.47e+000.2375
22883CLSTN1S016HumanLiverHCC3.67e-341.39e+000.2243
22883CLSTN1S028HumanLiverHCC1.79e-113.58e-010.2503
22883CLSTN1S029HumanLiverHCC6.07e-135.42e-010.2581
22883CLSTN1C04HumanOral cavityOSCC1.49e-361.96e+000.2633
22883CLSTN1C21HumanOral cavityOSCC4.96e-632.08e+000.2678
22883CLSTN1C30HumanOral cavityOSCC2.07e-562.76e+000.3055
22883CLSTN1C38HumanOral cavityOSCC1.08e-091.58e+000.172
22883CLSTN1C43HumanOral cavityOSCC1.22e-441.05e+000.1704
22883CLSTN1C46HumanOral cavityOSCC2.11e-419.95e-010.1673
22883CLSTN1C51HumanOral cavityOSCC3.21e-423.01e+000.2674
22883CLSTN1C57HumanOral cavityOSCC4.18e-138.58e-010.1679
22883CLSTN1C06HumanOral cavityOSCC6.97e-132.35e+000.2699
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
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:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:00343298CervixCCcell junction assembly88/2311420/187233.42e-071.38e-0588
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00988767CervixCCvesicle-mediated transport to the plasma membrane34/2311136/187233.75e-055.91e-0434
GO:00901509CervixCCestablishment of protein localization to membrane54/2311260/187237.67e-051.05e-0354
GO:00015588CervixCCregulation of cell growth77/2311414/187231.40e-041.70e-0377
GO:19018886CervixCCregulation of cell junction assembly42/2311204/187235.50e-045.29e-0342
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
GO:00519622CervixCCpositive regulation of nervous system development48/2311272/187236.60e-033.65e-0248
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:1901888ColorectumADregulation of cell junction assembly61/3918204/187231.50e-031.27e-0261
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:1902414ColorectumADprotein localization to cell junction31/391894/187234.30e-032.95e-0231
GO:0050807ColorectumADregulation of synapse organization60/3918211/187235.67e-033.64e-0260
GO:0099072ColorectumADregulation of postsynaptic membrane neurotransmitter receptor levels22/391862/187235.72e-033.64e-0222
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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
CLSTN1SNVMissense_Mutationrs751480577c.1498N>Ap.Val500Metp.V500MO94985protein_codingtolerated(0.35)probably_damaging(0.942)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
CLSTN1SNVMissense_Mutationrs201194236c.2146N>Ap.Asp716Asnp.D716NO94985protein_codingtolerated(1)benign(0.003)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CLSTN1SNVMissense_Mutationrs749257979c.2896N>Ap.Ala966Thrp.A966TO94985protein_codingtolerated(0.32)benign(0.001)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CLSTN1SNVMissense_Mutationc.1270N>Tp.Gly424Trpp.G424WO94985protein_codingdeleterious(0)probably_damaging(0.994)TCGA-EW-A6S9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CLSTN1insertionFrame_Shift_Insnovelc.1656dupGp.Lys553GlufsTer48p.K553Efs*48O94985protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CLSTN1insertionIn_Frame_Insnovelc.1654_1655insCGCCAGTGCTTCCCAAACGACCCATGGGGAp.Asp551_Lys552insThrProValLeuProLysArgProMetGlyp.D551_K552insTPVLPKRPMGO94985protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CLSTN1insertionFrame_Shift_Insnovelc.774_775insGp.Pro259AlafsTer15p.P259Afs*15O94985protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CLSTN1insertionFrame_Shift_Insnovelc.772_773insGACAGAGTCTCACTCTGTCACCCp.Lys258ArgfsTer56p.K258Rfs*56O94985protein_codingTCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CLSTN1deletionFrame_Shift_Delnovelc.755delTp.Leu252TrpfsTer2p.L252Wfs*2O94985protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CLSTN1SNVMissense_Mutationrs778535987c.709G>Ap.Val237Ilep.V237IO94985protein_codingtolerated(0.07)probably_damaging(0.997)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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