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: RUFY3

Gene summary for RUFY3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUFY3

Gene ID

22902

Gene nameRUN and FYVE domain containing 3
Gene AliasRIPX
Cytomap4q13.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q7L099


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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
22902RUFY3HTA11_99999970781_79442HumanColorectumMSS1.08e-03-3.14e-010.294
22902RUFY3HTA11_99999974143_84620HumanColorectumMSS9.98e-06-3.53e-010.3005
22902RUFY3A015-C-203HumanColorectumFAP6.31e-20-2.94e-01-0.1294
22902RUFY3A015-C-204HumanColorectumFAP3.20e-04-3.30e-01-0.0228
22902RUFY3A014-C-040HumanColorectumFAP2.93e-04-5.25e-01-0.1184
22902RUFY3A002-C-201HumanColorectumFAP5.83e-10-3.09e-010.0324
22902RUFY3A001-C-119HumanColorectumFAP6.55e-03-2.96e-01-0.1557
22902RUFY3A001-C-108HumanColorectumFAP3.99e-08-1.76e-01-0.0272
22902RUFY3A002-C-205HumanColorectumFAP2.37e-15-2.11e-01-0.1236
22902RUFY3A015-C-006HumanColorectumFAP3.74e-12-3.86e-01-0.0994
22902RUFY3A015-C-106HumanColorectumFAP3.95e-09-2.47e-01-0.0511
22902RUFY3A002-C-114HumanColorectumFAP5.28e-12-2.81e-01-0.1561
22902RUFY3A015-C-104HumanColorectumFAP1.72e-17-3.08e-01-0.1899
22902RUFY3A001-C-014HumanColorectumFAP5.27e-11-2.80e-010.0135
22902RUFY3A002-C-016HumanColorectumFAP6.88e-14-3.01e-010.0521
22902RUFY3A015-C-002HumanColorectumFAP2.49e-07-3.54e-01-0.0763
22902RUFY3A001-C-203HumanColorectumFAP5.71e-07-2.03e-01-0.0481
22902RUFY3A002-C-116HumanColorectumFAP9.48e-21-2.68e-01-0.0452
22902RUFY3A014-C-008HumanColorectumFAP3.03e-11-4.31e-01-0.191
22902RUFY3A018-E-020HumanColorectumFAP7.97e-13-2.73e-01-0.2034
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:00519621ColorectumCRCpositive regulation of nervous system development44/2078272/187236.71e-034.77e-0244
GO:003238618EsophagusESCCregulation of intracellular transport243/8552337/187233.20e-237.25e-21243
GO:0033157110EsophagusESCCregulation of intracellular protein transport169/8552229/187233.31e-183.23e-16169
GO:0032388110EsophagusESCCpositive regulation of intracellular transport152/8552202/187237.89e-187.36e-16152
GO:1904951111EsophagusESCCpositive regulation of establishment of protein localization216/8552319/187231.01e-156.86e-14216
GO:009031617EsophagusESCCpositive regulation of intracellular protein transport122/8552160/187232.45e-151.49e-13122
GO:0051222111EsophagusESCCpositive regulation of protein transport204/8552303/187231.56e-148.38e-13204
GO:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:000701527EsophagusESCCactin filament organization259/8552442/187232.37e-084.50e-07259
GO:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:003001018EsophagusESCCestablishment of cell polarity96/8552143/187231.69e-072.67e-0696
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:003030710EsophagusESCCpositive regulation of cell growth100/8552166/187231.07e-047.55e-04100
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
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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
RUFY3SNVMissense_Mutationc.10C>Gp.Leu4Valp.L4VQ7L099protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.986)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RUFY3SNVMissense_Mutationnovelc.1408G>Tp.Asp470Tyrp.D470YQ7L099protein_codingdeleterious(0)possibly_damaging(0.863)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
RUFY3SNVMissense_Mutationc.1309G>Tp.Ala437Serp.A437SQ7L099protein_codingtolerated(0.41)benign(0.023)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RUFY3SNVMissense_Mutationrs748059452c.754N>Ap.Glu252Lysp.E252KQ7L099protein_codingtolerated(0.29)probably_damaging(0.956)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
RUFY3SNVMissense_Mutationc.1065N>Tp.Leu355Phep.L355FQ7L099protein_codingtolerated(0.06)probably_damaging(0.982)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RUFY3SNVMissense_Mutationc.1078G>Ap.Glu360Lysp.E360KQ7L099protein_codingdeleterious(0)probably_damaging(1)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
RUFY3SNVMissense_Mutationnovelc.41C>Tp.Thr14Ilep.T14IQ7L099protein_codingdeleterious(0)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RUFY3SNVMissense_Mutationnovelc.1095G>Ap.Met365Ilep.M365IQ7L099protein_codingtolerated(0.18)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RUFY3SNVMissense_Mutationnovelc.209N>Cp.Met70Thrp.M70TQ7L099protein_codingtolerated(0.47)benign(0.115)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RUFY3SNVMissense_Mutationc.1372N>Cp.Glu458Glnp.E458QQ7L099protein_codingtolerated(0.06)benign(0.027)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<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
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