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:005122222LiverHCCpositive regulation of protein transport194/7958303/187232.41e-141.56e-12194
GO:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:003253522LiverHCCregulation of cellular component size217/7958383/187231.28e-083.14e-07217
GO:000716322LiverHCCestablishment or maintenance of cell polarity133/7958218/187232.48e-085.73e-07133
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:003001022LiverHCCestablishment of cell polarity82/7958143/187232.38e-041.79e-0382
GO:001072011LiverHCCpositive regulation of cell development155/7958298/187235.39e-043.48e-03155
GO:006056011LiverHCCdevelopmental growth involved in morphogenesis124/7958234/187237.37e-044.47e-03124
GO:001097511LiverHCCregulation of neuron projection development220/7958445/187231.68e-038.78e-03220
GO:004867511LiverHCCaxon extension67/7958120/187232.17e-031.09e-0267
GO:199013811LiverHCCneuron projection extension92/7958172/187232.31e-031.14e-0292
GO:004858811LiverHCCdevelopmental cell growth121/7958234/187232.68e-031.28e-02121
GO:00507674LiverHCCregulation of neurogenesis181/7958364/187233.00e-031.40e-02181
GO:004577321LiverHCCpositive regulation of axon extension27/795842/187233.60e-031.60e-0227
GO:00507693LiverHCCpositive regulation of neurogenesis116/7958225/187233.67e-031.63e-02116
GO:003030711LiverHCCpositive regulation of cell growth88/7958166/187233.95e-031.74e-0288
GO:00083614LiverHCCregulation of cell size95/7958181/187234.15e-031.81e-0295
GO:00305164LiverHCCregulation of axon extension52/795895/187231.07e-023.97e-0252
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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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