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: RFC1

Gene summary for RFC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RFC1

Gene ID

5981

Gene namereplication factor C subunit 1
Gene AliasA1
Cytomap4p14
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

P35251


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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
5981RFC1LZE2THumanEsophagusESCC7.72e-077.35e-010.082
5981RFC1LZE4THumanEsophagusESCC8.51e-164.72e-010.0811
5981RFC1LZE7THumanEsophagusESCC8.78e-134.29e-010.0667
5981RFC1LZE8THumanEsophagusESCC1.99e-073.04e-010.067
5981RFC1LZE20THumanEsophagusESCC5.35e-122.88e-010.0662
5981RFC1LZE24THumanEsophagusESCC2.71e-193.86e-010.0596
5981RFC1LZE21THumanEsophagusESCC6.52e-032.67e-010.0655
5981RFC1LZE6THumanEsophagusESCC2.16e-083.83e-010.0845
5981RFC1P1T-EHumanEsophagusESCC5.41e-157.06e-010.0875
5981RFC1P2T-EHumanEsophagusESCC7.23e-651.18e+000.1177
5981RFC1P4T-EHumanEsophagusESCC2.77e-194.34e-010.1323
5981RFC1P5T-EHumanEsophagusESCC1.67e-114.15e-010.1327
5981RFC1P8T-EHumanEsophagusESCC8.44e-296.32e-010.0889
5981RFC1P9T-EHumanEsophagusESCC1.35e-062.00e-010.1131
5981RFC1P10T-EHumanEsophagusESCC2.81e-205.56e-010.116
5981RFC1P11T-EHumanEsophagusESCC5.55e-187.26e-010.1426
5981RFC1P12T-EHumanEsophagusESCC2.33e-355.87e-010.1122
5981RFC1P15T-EHumanEsophagusESCC1.31e-234.96e-010.1149
5981RFC1P16T-EHumanEsophagusESCC1.22e-458.82e-010.1153
5981RFC1P17T-EHumanEsophagusESCC5.92e-095.94e-010.1278
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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
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
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
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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:000072319EsophagusESCCtelomere maintenance99/8552131/187232.68e-121.08e-1099
GO:007189716EsophagusESCCDNA biosynthetic process127/8552180/187231.04e-113.85e-10127
GO:000700418EsophagusESCCtelomere maintenance via telomerase56/855269/187231.40e-093.30e-0856
GO:001083319EsophagusESCCtelomere maintenance via telomere lengthening61/855281/187235.24e-089.37e-0761
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:000627816EsophagusESCCRNA-dependent DNA biosynthetic process56/855275/187233.03e-074.30e-0656
GO:003220014EsophagusESCCtelomere organization99/8552159/187231.77e-051.57e-0499
GO:00108337LiverNAFLDtelomere maintenance via telomere lengthening16/188281/187236.20e-034.62e-0216
GO:00007237LiverCirrhotictelomere maintenance58/4634131/187237.93e-071.66e-0558
GO:00070046LiverCirrhotictelomere maintenance via telomerase35/463469/187232.90e-065.16e-0535
GO:001083312LiverCirrhotictelomere maintenance via telomere lengthening38/463481/187231.20e-051.69e-0438
GO:00062785LiverCirrhoticRNA-dependent DNA biosynthetic process35/463475/187233.01e-053.78e-0435
GO:00322002LiverCirrhotictelomere organization58/4634159/187236.31e-044.82e-0358
GO:000072311LiverHCCtelomere maintenance85/7958131/187231.86e-073.40e-0685
GO:000700412LiverHCCtelomere maintenance via telomerase49/795869/187231.51e-062.15e-0549
GO:00062601LiverHCCDNA replication146/7958260/187235.68e-067.02e-05146
GO:000627811LiverHCCRNA-dependent DNA biosynthetic process50/795875/187232.02e-052.17e-0450
GO:001083322LiverHCCtelomere maintenance via telomere lengthening52/795881/187236.59e-056.00e-0452
GO:00718975LiverHCCDNA biosynthetic process99/7958180/187234.66e-043.08e-0399
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa034304EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0343011EsophagusESCCMismatch repair21/420523/84652.85e-051.35e-046.90e-0521
hsa03420LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034201LiverCirrhoticNucleotide excision repair29/253063/84654.81e-031.74e-021.07e-0229
hsa034202LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
hsa034203LiverHCCNucleotide excision repair41/402063/84653.59e-031.12e-026.22e-0341
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
RFC1SNVMissense_Mutationc.145N>Tp.Arg49Cysp.R49CP35251protein_codingtolerated_low_confidence(0.19)benign(0)TCGA-A7-A26F-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
RFC1SNVMissense_Mutationc.1233N>Gp.Ile411Metp.I411MP35251protein_codingtolerated(0.05)benign(0.045)TCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFC1SNVMissense_Mutationnovelc.453G>Tp.Lys151Asnp.K151NP35251protein_codingtolerated(0.05)possibly_damaging(0.859)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFC1SNVMissense_Mutationrs767574991c.1837N>Tp.Arg613Cysp.R613CP35251protein_codingdeleterious(0.01)possibly_damaging(0.786)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFC1SNVMissense_Mutationc.2171N>Tp.Gly724Valp.G724VP35251protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AR-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RFC1SNVMissense_Mutationc.2705N>Gp.Lys902Argp.K902RP35251protein_codingtolerated(0.05)benign(0.253)TCGA-EW-A1PH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
RFC1SNVMissense_Mutationnovelc.2471N>Ap.Arg824Glnp.R824QP35251protein_codingtolerated(0.46)benign(0.001)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RFC1insertionNonsense_Mutationnovelc.758_759insAGTGAAATGGTGATGATTTCAGAATGCTTTTGTTTGTGGACAATGCTp.Gln255LysfsTer3p.Q255Kfs*3P35251protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RFC1deletionFrame_Shift_Delnovelc.1955delNp.Pro652LeufsTer24p.P652Lfs*24P35251protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
RFC1deletionFrame_Shift_Delnovelc.900delNp.Lys301SerfsTer7p.K301Sfs*7P35251protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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
5981RFC1DNA REPAIRPRALATREXATEPRALATREXATE
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