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: RNF167

Gene summary for RNF167

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF167

Gene ID

26001

Gene namering finger protein 167
Gene Alias5730408C10Rik
Cytomap17p13.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q9H6Y7


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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
26001RNF167HTA11_3410_2000001011HumanColorectumAD1.13e-194.44e-010.0155
26001RNF167HTA11_2487_2000001011HumanColorectumSER2.21e-185.89e-01-0.1808
26001RNF167HTA11_2951_2000001011HumanColorectumAD4.78e-075.46e-010.0216
26001RNF167HTA11_1938_2000001011HumanColorectumAD9.14e-237.99e-01-0.0811
26001RNF167HTA11_78_2000001011HumanColorectumAD5.18e-145.07e-01-0.1088
26001RNF167HTA11_347_2000001011HumanColorectumAD3.60e-347.13e-01-0.1954
26001RNF167HTA11_411_2000001011HumanColorectumSER1.14e-111.15e+00-0.2602
26001RNF167HTA11_2112_2000001011HumanColorectumSER3.06e-056.68e-01-0.2196
26001RNF167HTA11_3361_2000001011HumanColorectumAD2.19e-176.19e-01-0.1207
26001RNF167HTA11_83_2000001011HumanColorectumSER8.15e-145.82e-01-0.1526
26001RNF167HTA11_696_2000001011HumanColorectumAD9.71e-358.41e-01-0.1464
26001RNF167HTA11_866_2000001011HumanColorectumAD2.17e-154.84e-01-0.1001
26001RNF167HTA11_1391_2000001011HumanColorectumAD1.45e-301.07e+00-0.059
26001RNF167HTA11_2992_2000001011HumanColorectumSER6.77e-117.96e-01-0.1706
26001RNF167HTA11_5212_2000001011HumanColorectumAD5.25e-188.77e-01-0.2061
26001RNF167HTA11_5216_2000001011HumanColorectumSER2.26e-127.90e-01-0.1462
26001RNF167HTA11_546_2000001011HumanColorectumAD2.53e-106.31e-01-0.0842
26001RNF167HTA11_9341_2000001011HumanColorectumSER7.85e-056.90e-01-0.00410000000000005
26001RNF167HTA11_7862_2000001011HumanColorectumAD5.71e-095.83e-01-0.0179
26001RNF167HTA11_866_3004761011HumanColorectumAD7.32e-428.80e-010.096
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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
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:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:000020916EsophagusHGINprotein polyubiquitination58/2587236/187236.29e-061.97e-0458
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:000020911LiverCirrhoticprotein polyubiquitination89/4634236/187236.09e-069.80e-0589
GO:000020921LiverHCCprotein polyubiquitination151/7958236/187231.90e-117.59e-10151
GO:0045786LiverHCCnegative regulation of cell cycle204/7958385/187231.84e-051.99e-04204
GO:000020910Oral cavityOSCCprotein polyubiquitination150/7305236/187231.59e-149.27e-13150
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:004578612Oral cavityLPnegative regulation of cell cycle127/4623385/187231.33e-041.53e-03127
GO:000020915Oral cavityLPprotein polyubiquitination82/4623236/187233.23e-043.26e-0382
GO:000020924SkincSCCprotein polyubiquitination103/4864236/187232.57e-099.09e-08103
GO:004578613SkincSCCnegative regulation of cell cycle140/4864385/187233.64e-065.50e-05140
GO:000020920ThyroidPTCprotein polyubiquitination128/5968236/187237.81e-133.65e-11128
GO:00457867ThyroidPTCnegative regulation of cell cycle166/5968385/187231.93e-062.64e-05166
GO:0000209110ThyroidATCprotein polyubiquitination134/6293236/187231.86e-139.20e-12134
GO:004578614ThyroidATCnegative regulation of cell cycle181/6293385/187232.64e-085.07e-07181
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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
RNF167SNVMissense_Mutationnovelc.916N>Cp.Glu306Glnp.E306QQ9H6Y7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RNF167SNVMissense_Mutationrs754895476c.263N>Ap.Arg88Glnp.R88QQ9H6Y7protein_codingdeleterious(0)probably_damaging(0.987)TCGA-C5-A2LV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RNF167SNVMissense_Mutationnovelc.80G>Ap.Arg27Glnp.R27QQ9H6Y7protein_codingtolerated(0.27)probably_damaging(0.953)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RNF167SNVMissense_Mutationnovelc.203G>Tp.Ser68Ilep.S68IQ9H6Y7protein_codingtolerated(0.14)possibly_damaging(0.627)TCGA-ZJ-AAX8-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
RNF167SNVMissense_Mutationc.802N>Cp.Cys268Argp.C268RQ9H6Y7protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
RNF167SNVMissense_Mutationc.241T>Cp.Ser81Prop.S81PQ9H6Y7protein_codingtolerated(0.08)probably_damaging(0.959)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNF167SNVMissense_Mutationnovelc.299N>Gp.Asn100Serp.N100SQ9H6Y7protein_codingdeleterious(0.03)benign(0.217)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
RNF167SNVMissense_Mutationrs760638375c.844N>Ap.Glu282Lysp.E282KQ9H6Y7protein_codingtolerated(0.24)benign(0.022)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
RNF167SNVMissense_Mutationrs775675214c.731G>Ap.Arg244Glnp.R244QQ9H6Y7protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
RNF167SNVMissense_Mutationnovelc.487N>Ap.Val163Ilep.V163IQ9H6Y7protein_codingtolerated(0.66)benign(0.074)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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