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: RFC3

Gene summary for RFC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RFC3

Gene ID

5983

Gene namereplication factor C subunit 3
Gene AliasRFC38
Cytomap13q13.2
Gene Typeprotein-coding
GO ID

GO:0000731

UniProtAcc

A0A024RDQ8


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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
5983RFC3P2T-EHumanEsophagusESCC1.04e-113.22e-010.1177
5983RFC3P5T-EHumanEsophagusESCC2.72e-101.64e-010.1327
5983RFC3P8T-EHumanEsophagusESCC1.14e-072.39e-010.0889
5983RFC3P10T-EHumanEsophagusESCC2.09e-112.88e-010.116
5983RFC3P12T-EHumanEsophagusESCC1.01e-027.42e-020.1122
5983RFC3P16T-EHumanEsophagusESCC8.66e-051.24e-010.1153
5983RFC3P21T-EHumanEsophagusESCC1.09e-021.25e-010.1617
5983RFC3P22T-EHumanEsophagusESCC9.87e-037.34e-020.1236
5983RFC3P24T-EHumanEsophagusESCC1.67e-051.64e-010.1287
5983RFC3P26T-EHumanEsophagusESCC4.49e-081.25e-010.1276
5983RFC3P28T-EHumanEsophagusESCC1.17e-131.97e-010.1149
5983RFC3P31T-EHumanEsophagusESCC8.74e-111.90e-010.1251
5983RFC3P32T-EHumanEsophagusESCC1.13e-071.95e-010.1666
5983RFC3P36T-EHumanEsophagusESCC2.40e-031.67e-010.1187
5983RFC3P49T-EHumanEsophagusESCC4.04e-036.12e-010.1768
5983RFC3P52T-EHumanEsophagusESCC1.13e-071.76e-010.1555
5983RFC3P56T-EHumanEsophagusESCC3.41e-045.19e-010.1613
5983RFC3P62T-EHumanEsophagusESCC7.81e-031.44e-010.1302
5983RFC3P65T-EHumanEsophagusESCC4.76e-021.09e-010.0978
5983RFC3P76T-EHumanEsophagusESCC2.69e-062.04e-010.1207
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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
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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:200057319EsophagusESCCpositive regulation of DNA biosynthetic process56/855266/187234.51e-111.45e-0956
GO:2000278110EsophagusESCCregulation of DNA biosynthetic process81/8552106/187239.81e-112.96e-0981
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00062754EsophagusESCCregulation of DNA replication73/8552107/187231.97e-062.28e-0573
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:003250813EsophagusESCCDNA duplex unwinding58/855284/187231.23e-051.14e-0458
GO:0090329EsophagusESCCregulation of DNA-dependent DNA replication30/855246/187235.91e-032.18e-0230
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:005105414Oral cavityOSCCpositive regulation of DNA metabolic process126/7305201/187238.12e-123.01e-10126
GO:00718979Oral cavityOSCCDNA biosynthetic process106/7305180/187234.86e-088.95e-07106
GO:00323925Oral cavityOSCCDNA geometric change59/730590/187233.03e-074.63e-0659
GO:200027817Oral cavityOSCCregulation of DNA biosynthetic process67/7305106/187233.85e-075.75e-0667
GO:00325083Oral cavityOSCCDNA duplex unwinding55/730584/187238.05e-071.12e-0555
GO:200057316Oral cavityOSCCpositive regulation of DNA biosynthetic process44/730566/187234.91e-065.57e-0544
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa034204Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa03430Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
hsa0342011Oral cavityOSCCNucleotide excision repair49/370463/84653.48e-082.91e-071.48e-0749
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa034301Oral cavityOSCCMismatch repair19/370423/84651.55e-045.34e-042.72e-0419
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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
RFC3SNVMissense_Mutationc.912N>Gp.Ile304Metp.I304MP40938protein_codingtolerated(1)benign(0.003)TCGA-C8-A1HG-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RFC3SNVMissense_Mutationrs758867827c.344T>Cp.Val115Alap.V115AP40938protein_codingdeleterious(0.02)benign(0.217)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
RFC3SNVMissense_Mutationc.109N>Tp.His37Tyrp.H37YP40938protein_codingdeleterious(0)probably_damaging(1)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RFC3insertionNonsense_Mutationnovelc.211_212insTGCTCTAGGTAGAp.His71LeufsTer3p.H71Lfs*3P40938protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
RFC3SNVMissense_Mutationrs41553716c.583N>Ap.Val195Metp.V195MP40938protein_codingdeleterious(0.01)possibly_damaging(0.828)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RFC3SNVMissense_Mutationc.943N>Tp.Ala315Serp.A315SP40938protein_codingtolerated(0.1)probably_damaging(0.997)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
RFC3SNVMissense_Mutationc.152G>Tp.Arg51Ilep.R51IP40938protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
RFC3SNVMissense_Mutationrs751166752c.824N>Ap.Arg275Hisp.R275HP40938protein_codingdeleterious(0)probably_damaging(1)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
RFC3SNVMissense_Mutationrs761230186c.548N>Ap.Arg183Hisp.R183HP40938protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
RFC3SNVMissense_Mutationnovelc.962N>Ap.Arg321Hisp.R321HP40938protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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