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: OPHN1

Gene summary for OPHN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OPHN1

Gene ID

4983

Gene nameoligophrenin 1
Gene AliasARHGAP41
CytomapXq12
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

O60890


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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
4983OPHN1AEH-subject1HumanEndometriumAEH2.40e-033.08e-01-0.3059
4983OPHN1AEH-subject3HumanEndometriumAEH2.16e-083.63e-01-0.2576
4983OPHN1AEH-subject5HumanEndometriumAEH5.67e-216.06e-01-0.2953
4983OPHN1EEC-subject5HumanEndometriumEEC5.50e-103.82e-01-0.249
4983OPHN1LZE4THumanEsophagusESCC2.37e-071.38e-010.0811
4983OPHN1LZE5THumanEsophagusESCC8.66e-042.08e-010.0514
4983OPHN1LZE7THumanEsophagusESCC8.95e-032.35e-010.0667
4983OPHN1LZE24THumanEsophagusESCC2.31e-194.24e-010.0596
4983OPHN1LZE21THumanEsophagusESCC2.04e-031.68e-010.0655
4983OPHN1P1T-EHumanEsophagusESCC2.79e-031.70e-010.0875
4983OPHN1P2T-EHumanEsophagusESCC2.09e-213.13e-010.1177
4983OPHN1P4T-EHumanEsophagusESCC4.16e-112.27e-010.1323
4983OPHN1P5T-EHumanEsophagusESCC5.29e-051.06e-010.1327
4983OPHN1P8T-EHumanEsophagusESCC2.75e-132.45e-010.0889
4983OPHN1P9T-EHumanEsophagusESCC1.21e-046.57e-020.1131
4983OPHN1P10T-EHumanEsophagusESCC9.38e-138.35e-020.116
4983OPHN1P11T-EHumanEsophagusESCC5.61e-113.62e-010.1426
4983OPHN1P12T-EHumanEsophagusESCC2.93e-162.03e-010.1122
4983OPHN1P15T-EHumanEsophagusESCC3.80e-039.08e-020.1149
4983OPHN1P16T-EHumanEsophagusESCC3.72e-162.68e-010.1153
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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
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
∗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:00316234LungIACreceptor internalization22/2061113/187235.49e-034.11e-0222
GO:00364654LungIACsynaptic vesicle recycling16/206175/187236.82e-034.74e-0216
GO:00451975LungIACestablishment or maintenance of epithelial cell apical/basal polarity11/206144/187236.90e-034.75e-0211
GO:004217613LungAISregulation of protein catabolic process92/1849391/187231.34e-153.91e-1292
GO:000716313LungAISestablishment or maintenance of cell polarity56/1849218/187231.31e-116.13e-0956
GO:190336213LungAISregulation of cellular protein catabolic process62/1849255/187231.37e-116.13e-0962
GO:003001013LungAISestablishment of cell polarity42/1849143/187235.03e-111.95e-0842
GO:003432912LungAIScell junction assembly84/1849420/187232.16e-105.71e-0884
GO:005105611LungAISregulation of small GTPase mediated signal transduction66/1849302/187234.26e-109.53e-0866
GO:190305013LungAISregulation of proteolysis involved in cellular protein catabolic process51/1849221/187235.97e-099.87e-0751
GO:001049813LungAISproteasomal protein catabolic process87/1849490/187234.15e-085.03e-0687
GO:000689812LungAISreceptor-mediated endocytosis50/1849244/187234.47e-073.52e-0550
GO:009900311LungAISvesicle-mediated transport in synapse42/1849200/187231.87e-061.10e-0442
GO:003133013LungAISnegative regulation of cellular catabolic process50/1849262/187233.94e-062.05e-0450
GO:000726512LungAISRas protein signal transduction60/1849337/187234.68e-062.31e-0460
GO:006113613LungAISregulation of proteasomal protein catabolic process39/1849187/187235.12e-062.47e-0439
GO:004657812LungAISregulation of Ras protein signal transduction39/1849189/187236.68e-062.95e-0439
GO:000173811LungAISmorphogenesis of a polarized epithelium24/184994/187231.00e-054.18e-0424
GO:009907211LungAISregulation of postsynaptic membrane neurotransmitter receptor levels18/184962/187231.94e-056.70e-0418
GO:000989513LungAISnegative regulation of catabolic process55/1849320/187233.22e-051.01e-0355
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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
OPHN1SNVMissense_Mutationc.1280N>Gp.Pro427Argp.P427RO60890protein_codingtolerated(0.19)probably_damaging(0.914)TCGA-A8-A08T-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
OPHN1SNVMissense_Mutationc.1258C>Ap.Leu420Metp.L420MO60890protein_codingdeleterious(0)probably_damaging(0.991)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
OPHN1SNVMissense_Mutationc.1054T>Cp.Ser352Prop.S352PO60890protein_codingdeleterious(0)possibly_damaging(0.855)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
OPHN1SNVMissense_Mutationc.2269N>Ap.Pro757Thrp.P757TO60890protein_codingtolerated_low_confidence(0.9)benign(0.003)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
OPHN1insertionNonsense_Mutationnovelc.378_379insTCTTTGATTTCATTGAGCAGTGGTTTCTAGTTCTCCTTGAAGp.Phe126_Thr127insSerLeuIleSerLeuSerSerGlyPheTerPheSerLeuLysp.F126_T127insSLISLSSGF*FSLKO60890protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
OPHN1SNVMissense_Mutationc.1672N>Ap.Glu558Lysp.E558KO60890protein_codingdeleterious(0)probably_damaging(0.968)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OPHN1SNVMissense_Mutationc.604N>Ap.Ala202Thrp.A202TO60890protein_codingdeleterious(0.03)benign(0.048)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
OPHN1SNVMissense_Mutationc.1441N>Tp.Arg481Cysp.R481CO60890protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
OPHN1SNVMissense_Mutationc.2132C>Tp.Pro711Leup.P711LO60890protein_codingdeleterious(0.05)benign(0.023)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
OPHN1SNVMissense_Mutationnovelc.1343N>Ap.Ser448Tyrp.S448YO60890protein_codingdeleterious(0.02)possibly_damaging(0.9)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
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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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