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: RNF212

Gene summary for RNF212

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RNF212

Gene ID

285498

Gene namering finger protein 212
Gene AliasZHP3
Cytomap4p16.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q495C1


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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
285498RNF212CA_HPV_2HumanCervixCC3.40e-027.81e-020.0391
285498RNF212CA_HPV_3HumanCervixCC4.00e-051.18e-010.0414
285498RNF212HSIL_HPV_2HumanCervixHSIL_HPV1.40e-021.18e-010.0208
285498RNF212CCI_1HumanCervixCC2.38e-138.63e-010.528
285498RNF212CCI_3HumanCervixCC1.84e-115.07e-010.516
285498RNF212TumorHumanCervixCC4.02e-101.84e-010.1241
285498RNF212sample3HumanCervixCC1.95e-071.75e-010.1387
285498RNF212T1HumanCervixCC2.58e-021.29e-010.0918
285498RNF212T3HumanCervixCC8.77e-101.71e-010.1389
285498RNF212LZE6THumanEsophagusESCC5.27e-032.38e-010.0845
285498RNF212P2T-EHumanEsophagusESCC2.20e-174.05e-010.1177
285498RNF212P10T-EHumanEsophagusESCC2.07e-051.79e-010.116
285498RNF212P27T-EHumanEsophagusESCC4.80e-041.26e-010.1055
285498RNF212P28T-EHumanEsophagusESCC5.07e-275.19e-010.1149
285498RNF212P30T-EHumanEsophagusESCC2.20e-021.20e-010.137
285498RNF212P32T-EHumanEsophagusESCC1.85e-021.10e-010.1666
285498RNF212P36T-EHumanEsophagusESCC4.95e-144.35e-010.1187
285498RNF212P47T-EHumanEsophagusESCC1.88e-021.40e-010.1067
285498RNF212P48T-EHumanEsophagusESCC1.25e-021.11e-010.0959
285498RNF212P56T-EHumanEsophagusESCC6.62e-161.32e+000.1613
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:00482851CervixCCorganelle fission78/2311488/187239.70e-034.79e-0278
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:00988132Oral cavityOSCCnuclear chromosome segregation162/7305281/187231.56e-104.56e-09162
GO:00169253Oral cavityOSCCprotein sumoylation33/730553/187235.11e-042.98e-0333
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:001820513Oral cavityLPpeptidyl-lysine modification136/4623376/187233.64e-071.06e-05136
GO:00070591Oral cavityLPchromosome segregation117/4623346/187237.61e-059.91e-04117
GO:001692511Oral cavityLPprotein sumoylation24/462353/187238.55e-047.45e-0324
GO:004828511Oral cavityLPorganelle fission145/4623488/187236.02e-033.57e-02145
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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
RNF212SNVMissense_Mutationnovelc.535N>Gp.Arg179Glyp.R179GQ495C1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RNF212deletionFrame_Shift_Delnovelc.798delNp.Phe267SerfsTer39p.F267Sfs*39Q495C1protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
RNF212SNVMissense_Mutationc.259N>Gp.Gln87Glup.Q87EQ495C1protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RNF212SNVMissense_Mutationnovelc.535N>Gp.Arg179Glyp.R179GQ495C1protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3695-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
RNF212SNVMissense_Mutationc.473N>Tp.Ser158Leup.S158LQ495C1protein_codingtolerated(0.14)benign(0.011)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RNF212SNVMissense_Mutationnovelc.863N>Gp.Leu288Argp.L288RQ495C1protein_codingdeleterious_low_confidence(0)possibly_damaging(0.766)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
RNF212SNVMissense_Mutationc.473N>Tp.Ser158Leup.S158LQ495C1protein_codingtolerated(0.14)benign(0.011)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
RNF212SNVMissense_Mutationc.838C>Tp.Pro280Serp.P280SQ495C1protein_codingdeleterious_low_confidence(0)benign(0)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF212SNVMissense_Mutationc.454N>Tp.Ala152Serp.A152SQ495C1protein_codingtolerated(0.2)benign(0.05)TCGA-AG-A011-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
RNF212SNVMissense_Mutationc.760C>Ap.Pro254Thrp.P254TQ495C1protein_codingdeleterious_low_confidence(0)benign(0.023)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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