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: RUFY2

Gene summary for RUFY2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RUFY2

Gene ID

55680

Gene nameRUN and FYVE domain containing 2
Gene AliasRABIP4R
Cytomap10q21.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q8WXA3


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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
55680RUFY2LZE4THumanEsophagusESCC1.05e-062.40e-010.0811
55680RUFY2LZE24THumanEsophagusESCC6.82e-052.29e-010.0596
55680RUFY2P1T-EHumanEsophagusESCC1.67e-021.73e-010.0875
55680RUFY2P2T-EHumanEsophagusESCC4.54e-172.81e-010.1177
55680RUFY2P4T-EHumanEsophagusESCC2.51e-132.86e-010.1323
55680RUFY2P5T-EHumanEsophagusESCC4.32e-101.79e-010.1327
55680RUFY2P8T-EHumanEsophagusESCC3.83e-051.83e-010.0889
55680RUFY2P9T-EHumanEsophagusESCC3.95e-091.19e-010.1131
55680RUFY2P10T-EHumanEsophagusESCC2.83e-061.64e-010.116
55680RUFY2P11T-EHumanEsophagusESCC1.91e-144.23e-010.1426
55680RUFY2P12T-EHumanEsophagusESCC1.09e-153.14e-010.1122
55680RUFY2P15T-EHumanEsophagusESCC2.14e-101.73e-010.1149
55680RUFY2P16T-EHumanEsophagusESCC5.52e-152.03e-010.1153
55680RUFY2P20T-EHumanEsophagusESCC4.93e-132.78e-010.1124
55680RUFY2P21T-EHumanEsophagusESCC3.46e-162.76e-010.1617
55680RUFY2P22T-EHumanEsophagusESCC2.04e-081.83e-010.1236
55680RUFY2P23T-EHumanEsophagusESCC7.18e-142.40e-010.108
55680RUFY2P24T-EHumanEsophagusESCC1.45e-163.97e-010.1287
55680RUFY2P26T-EHumanEsophagusESCC3.52e-142.52e-010.1276
55680RUFY2P27T-EHumanEsophagusESCC7.61e-162.84e-010.1055
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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
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:003010018EsophagusESCCregulation of endocytosis135/8552211/187235.75e-081.02e-06135
GO:003010020ThyroidPTCregulation of endocytosis108/5968211/187233.92e-091.04e-07108
GO:0030100111ThyroidATCregulation of endocytosis113/6293211/187231.71e-094.22e-08113
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
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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
RUFY2SNVMissense_Mutationrs771715001c.709N>Gp.Ile237Valp.I237VQ8WXA3protein_codingtolerated(0.69)benign(0.007)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RUFY2SNVMissense_Mutationnovelc.355N>Ap.Glu119Lysp.E119KQ8WXA3protein_codingdeleterious(0)probably_damaging(0.987)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RUFY2deletionFrame_Shift_Delrs759904440c.457delAp.Met153TrpfsTer8p.M153Wfs*8Q8WXA3protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RUFY2SNVMissense_Mutationnovelc.1879T>Ap.Ser627Thrp.S627TQ8WXA3protein_codingtolerated(0.84)benign(0.001)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RUFY2SNVMissense_Mutationnovelc.10N>Gp.Gln4Glup.Q4EQ8WXA3protein_codingtolerated_low_confidence(0.28)benign(0)TCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
RUFY2SNVMissense_Mutationc.70G>Ap.Glu24Lysp.E24KQ8WXA3protein_codingtolerated(0.78)benign(0)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RUFY2SNVMissense_Mutationc.1175N>Ap.Val392Aspp.V392DQ8WXA3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
RUFY2SNVMissense_Mutationc.1286C>Tp.Ala429Valp.A429VQ8WXA3protein_codingtolerated(0.09)benign(0.003)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RUFY2SNVMissense_Mutationnovelc.1557A>Cp.Lys519Asnp.K519NQ8WXA3protein_codingtolerated(0.06)probably_damaging(0.994)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
RUFY2SNVMissense_Mutationc.363G>Cp.Glu121Aspp.E121DQ8WXA3protein_codingdeleterious(0.05)benign(0.21)TCGA-F5-6864-01Colorectumrectum adenocarcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
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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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