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: CYTH2

Gene summary for CYTH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CYTH2

Gene ID

9266

Gene namecytohesin 2
Gene AliasARNO
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q99418


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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
9266CYTH2LZE4THumanEsophagusESCC1.16e-092.08e-010.0811
9266CYTH2LZE7THumanEsophagusESCC6.55e-033.94e-010.0667
9266CYTH2LZE8THumanEsophagusESCC2.98e-076.71e-020.067
9266CYTH2LZE20THumanEsophagusESCC1.69e-051.53e-010.0662
9266CYTH2LZE24THumanEsophagusESCC1.36e-277.66e-010.0596
9266CYTH2LZE6THumanEsophagusESCC5.04e-079.81e-020.0845
9266CYTH2P1T-EHumanEsophagusESCC7.63e-107.23e-010.0875
9266CYTH2P2T-EHumanEsophagusESCC1.31e-194.02e-010.1177
9266CYTH2P4T-EHumanEsophagusESCC8.36e-275.79e-010.1323
9266CYTH2P5T-EHumanEsophagusESCC3.76e-222.51e-010.1327
9266CYTH2P8T-EHumanEsophagusESCC4.51e-549.67e-010.0889
9266CYTH2P9T-EHumanEsophagusESCC4.97e-053.44e-010.1131
9266CYTH2P10T-EHumanEsophagusESCC7.75e-468.07e-010.116
9266CYTH2P11T-EHumanEsophagusESCC1.97e-146.38e-010.1426
9266CYTH2P12T-EHumanEsophagusESCC2.86e-295.19e-010.1122
9266CYTH2P15T-EHumanEsophagusESCC4.07e-265.69e-010.1149
9266CYTH2P16T-EHumanEsophagusESCC1.31e-212.30e-010.1153
9266CYTH2P17T-EHumanEsophagusESCC9.40e-105.17e-010.1278
9266CYTH2P19T-EHumanEsophagusESCC2.19e-045.47e-010.1662
9266CYTH2P20T-EHumanEsophagusESCC1.89e-101.82e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000726510EsophagusESCCRas protein signal transduction201/8552337/187231.44e-072.30e-06201
GO:00465789EsophagusESCCregulation of Ras protein signal transduction106/8552189/187232.49e-031.08e-02106
GO:005105610EsophagusESCCregulation of small GTPase mediated signal transduction157/8552302/187231.55e-024.98e-02157
GO:000726511LiverCirrhoticRas protein signal transduction119/4634337/187238.16e-061.22e-04119
GO:000726521LiverHCCRas protein signal transduction187/7958337/187238.89e-071.35e-05187
GO:004657811LiverHCCregulation of Ras protein signal transduction100/7958189/187232.42e-031.18e-02100
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:00465788Oral cavityOSCCregulation of Ras protein signal transduction90/7305189/187239.58e-033.40e-0290
GO:000726515Oral cavityLPRas protein signal transduction109/4623337/187238.44e-047.36e-03109
GO:000726523SkincSCCRas protein signal transduction132/4864337/187236.17e-081.57e-06132
GO:000726519ThyroidPTCRas protein signal transduction162/5968337/187233.16e-101.02e-08162
GO:005105617ThyroidPTCregulation of small GTPase mediated signal transduction132/5968302/187239.26e-061.04e-04132
GO:004657817ThyroidPTCregulation of Ras protein signal transduction88/5968189/187231.62e-051.70e-0488
GO:000726524ThyroidATCRas protein signal transduction172/6293337/187232.25e-117.96e-10172
GO:005105618ThyroidATCregulation of small GTPase mediated signal transduction141/6293302/187231.43e-061.77e-05141
GO:004657818ThyroidATCregulation of Ras protein signal transduction94/6293189/187233.12e-063.55e-0594
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130211EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa05131310EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa05130310EsophagusESCCPathogenic Escherichia coli infection142/4205197/84658.21e-111.06e-095.42e-10142
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0513022LiverCirrhoticPathogenic Escherichia coli infection88/2530197/84656.48e-066.24e-053.84e-0588
hsa0513122LiverCirrhoticShigellosis105/2530247/84651.31e-051.21e-047.48e-05105
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0513032LiverCirrhoticPathogenic Escherichia coli infection88/2530197/84656.48e-066.24e-053.84e-0588
hsa0513132LiverCirrhoticShigellosis105/2530247/84651.31e-051.21e-047.48e-05105
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0513042LiverHCCPathogenic Escherichia coli infection129/4020197/84652.02e-072.50e-061.39e-06129
hsa0513142LiverHCCShigellosis150/4020247/84651.53e-051.04e-045.81e-05150
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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
CYTH2SNVMissense_Mutationnovelc.784C>Tp.Arg262Trpp.R262WQ99418protein_codingdeleterious(0.01)probably_damaging(0.948)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
CYTH2SNVMissense_Mutationrs772190797c.110N>Ap.Arg37Glnp.R37QQ99418protein_codingdeleterious(0.04)benign(0.058)TCGA-S3-AA11-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleCR
CYTH2insertionFrame_Shift_Insnovelc.169_170insCCAACTTACTGTGTCACTTTGGACTCCTCTTCATGTCp.Lys57ThrfsTer43p.K57Tfs*43Q99418protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
CYTH2deletionFrame_Shift_Delnovelc.863delNp.Leu288ProfsTer21p.L288Pfs*21Q99418protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CYTH2SNVMissense_Mutationc.967G>Cp.Glu323Glnp.E323QQ99418protein_codingdeleterious(0)probably_damaging(0.992)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CYTH2SNVMissense_Mutationrs368161948c.182N>Ap.Arg61Glnp.R61QQ99418protein_codingtolerated(0.09)benign(0.026)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CYTH2SNVMissense_Mutationc.104N>Ap.Arg35Hisp.R35HQ99418protein_codingtolerated(0.29)benign(0.014)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CYTH2SNVMissense_Mutationnovelc.370G>Ap.Ala124Thrp.A124TQ99418protein_codingtolerated(0.08)benign(0.019)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CYTH2SNVMissense_Mutationc.950G>Ap.Arg317Glnp.R317QQ99418protein_codingtolerated(0.24)benign(0.018)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CYTH2SNVMissense_Mutationnovelc.134G>Ap.Ser45Asnp.S45NQ99418protein_codingtolerated(0.54)benign(0.003)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
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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
9266CYTH2NACLOTRIMAZOLECLOTRIMAZOLE
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