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: RFWD3

Gene summary for RFWD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RFWD3

Gene ID

55159

Gene namering finger and WD repeat domain 3
Gene AliasFANCW
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q6PCD5


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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
55159RFWD3CCI_1HumanCervixCC5.02e-034.53e-010.528
55159RFWD3CCI_2HumanCervixCC8.71e-077.09e-010.5249
55159RFWD3CCI_3HumanCervixCC7.70e-056.36e-010.516
55159RFWD3HCC1_MengHumanLiverHCC6.44e-103.59e-040.0246
55159RFWD3HCC2_MengHumanLiverHCC4.41e-053.11e-020.0107
55159RFWD3HCC1HumanLiverHCC2.15e-073.19e+000.5336
55159RFWD3HCC2HumanLiverHCC1.80e-122.79e+000.5341
55159RFWD3S028HumanLiverHCC9.68e-063.72e-010.2503
55159RFWD3C04HumanOral cavityOSCC2.03e-103.82e-010.2633
55159RFWD3C21HumanOral cavityOSCC3.61e-175.11e-010.2678
55159RFWD3C30HumanOral cavityOSCC3.08e-187.79e-010.3055
55159RFWD3C38HumanOral cavityOSCC1.30e-042.43e-010.172
55159RFWD3C43HumanOral cavityOSCC1.08e-051.75e-010.1704
55159RFWD3C46HumanOral cavityOSCC6.05e-122.18e-010.1673
55159RFWD3C57HumanOral cavityOSCC3.31e-062.26e-010.1679
55159RFWD3C08HumanOral cavityOSCC5.46e-041.47e-010.1919
55159RFWD3LN22HumanOral cavityOSCC2.93e-083.86e-010.1733
55159RFWD3LN46HumanOral cavityOSCC4.98e-082.69e-010.1666
55159RFWD3LP15HumanOral cavityLP3.77e-022.23e-010.2174
55159RFWD3LP17HumanOral cavityLP8.02e-063.50e-010.2349
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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
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
∗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:00070933Oral cavityOSCCmitotic cell cycle checkpoint81/7305129/187233.75e-087.06e-0781
GO:00427707Oral cavityOSCCsignal transduction in response to DNA damage102/7305172/187235.27e-089.68e-07102
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
GO:19019914Oral cavityOSCCnegative regulation of mitotic cell cycle phase transition104/7305179/187231.67e-072.73e-06104
GO:00000826Oral cavityOSCCG1/S transition of mitotic cell cycle120/7305214/187232.86e-074.40e-06120
GO:19019882Oral cavityOSCCnegative regulation of cell cycle phase transition136/7305249/187233.81e-075.70e-06136
GO:00448436Oral cavityOSCCcell cycle G1/S phase transition131/7305241/187238.77e-071.20e-05131
GO:00109483Oral cavityOSCCnegative regulation of cell cycle process155/7305294/187231.11e-061.48e-05155
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:00315704Oral cavityOSCCDNA integrity checkpoint72/7305123/187238.77e-069.31e-0572
GO:00000774Oral cavityOSCCDNA damage checkpoint67/7305115/187232.20e-052.08e-0467
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
GO:00447744Oral cavityOSCCmitotic DNA integrity checkpoint52/730585/187232.86e-052.64e-0452
GO:00447734Oral cavityOSCCmitotic DNA damage checkpoint50/730581/187232.87e-052.64e-0450
GO:00315717Oral cavityOSCCmitotic G1 DNA damage checkpoint22/730530/187231.43e-041.01e-0322
GO:00448197Oral cavityOSCCmitotic G1/S transition checkpoint22/730531/187233.11e-041.94e-0322
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:20000455Oral cavityOSCCregulation of G1/S transition of mitotic cell cycle74/7305142/187231.01e-035.24e-0374
GO:19028064Oral cavityOSCCregulation of cell cycle G1/S phase transition84/7305168/187232.38e-031.05e-0284
GO:0000725Oral cavityOSCCrecombinational repair70/7305140/187235.22e-032.03e-0270
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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
RFWD3SNVMissense_Mutationc.2204N>Tp.Ser735Leup.S735LQ6PCD5protein_codingtolerated(0.06)benign(0.01)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFWD3SNVMissense_Mutationc.1334N>Gp.Ser445Cysp.S445CQ6PCD5protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RFWD3SNVMissense_Mutationc.244N>Cp.Glu82Glnp.E82QQ6PCD5protein_codingdeleterious_low_confidence(0.05)probably_damaging(0.996)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RFWD3SNVMissense_Mutationc.1219N>Gp.Gln407Glup.Q407EQ6PCD5protein_codingtolerated(0.48)benign(0.021)TCGA-D8-A1J9-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RFWD3SNVMissense_Mutationrs747018311c.1211N>Tp.Thr404Metp.T404MQ6PCD5protein_codingtolerated(0.39)benign(0)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
RFWD3insertionFrame_Shift_Insnovelc.178_179insACAGACAGTGCCAGGTAAATAAATATATGGATAAGTCTGTGATCATp.Val60AspfsTer35p.V60Dfs*35Q6PCD5protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
RFWD3insertionFrame_Shift_Insnovelc.1227_1228insTAp.Asn410Terp.N410*Q6PCD5protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
RFWD3SNVMissense_Mutationnovelc.356N>Tp.Ser119Leup.S119LQ6PCD5protein_codingdeleterious_low_confidence(0)probably_damaging(0.994)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
RFWD3SNVMissense_Mutationnovelc.2198G>Ap.Ser733Asnp.S733NQ6PCD5protein_codingtolerated(0.07)benign(0.037)TCGA-C5-A8XK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RFWD3insertionNonsense_Mutationnovelc.532_533insAAGCTTCAp.Leu178Terp.L178*Q6PCD5protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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