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: FLYWCH1

Gene summary for FLYWCH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FLYWCH1

Gene ID

84256

Gene nameFLYWCH-type zinc finger 1
Gene AliasFLYWCH1
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q4VC44


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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
84256FLYWCH1LZE4THumanEsophagusESCC9.14e-051.67e-010.0811
84256FLYWCH1LZE8THumanEsophagusESCC2.50e-028.74e-020.067
84256FLYWCH1LZE24THumanEsophagusESCC1.46e-072.84e-010.0596
84256FLYWCH1P1T-EHumanEsophagusESCC2.18e-022.68e-010.0875
84256FLYWCH1P2T-EHumanEsophagusESCC1.06e-254.55e-010.1177
84256FLYWCH1P4T-EHumanEsophagusESCC1.68e-092.64e-010.1323
84256FLYWCH1P5T-EHumanEsophagusESCC1.55e-061.07e-010.1327
84256FLYWCH1P8T-EHumanEsophagusESCC6.64e-036.28e-020.0889
84256FLYWCH1P9T-EHumanEsophagusESCC2.45e-071.82e-010.1131
84256FLYWCH1P10T-EHumanEsophagusESCC7.34e-044.22e-020.116
84256FLYWCH1P11T-EHumanEsophagusESCC1.72e-135.96e-010.1426
84256FLYWCH1P12T-EHumanEsophagusESCC2.50e-183.12e-010.1122
84256FLYWCH1P15T-EHumanEsophagusESCC1.67e-174.07e-010.1149
84256FLYWCH1P16T-EHumanEsophagusESCC2.08e-107.45e-020.1153
84256FLYWCH1P17T-EHumanEsophagusESCC1.27e-032.08e-010.1278
84256FLYWCH1P20T-EHumanEsophagusESCC9.30e-102.62e-010.1124
84256FLYWCH1P21T-EHumanEsophagusESCC7.34e-112.06e-010.1617
84256FLYWCH1P22T-EHumanEsophagusESCC1.18e-141.64e-010.1236
84256FLYWCH1P23T-EHumanEsophagusESCC8.74e-041.69e-010.108
84256FLYWCH1P24T-EHumanEsophagusESCC3.46e-041.14e-010.1287
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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
∗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
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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
FLYWCH1SNVMissense_Mutationnovelc.303N>Cp.Gln101Hisp.Q101HQ4VC44protein_codingtolerated_low_confidence(0.17)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FLYWCH1SNVMissense_Mutationc.1811N>Tp.Ser604Phep.S604FQ4VC44protein_codingdeleterious(0)probably_damaging(0.914)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
FLYWCH1SNVMissense_Mutationrs371092849c.814N>Ap.Glu272Lysp.E272KQ4VC44protein_codingdeleterious(0.05)probably_damaging(0.959)TCGA-E9-A1R2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
FLYWCH1SNVMissense_Mutationc.2092N>Ap.Glu698Lysp.E698KQ4VC44protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.636)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FLYWCH1SNVMissense_Mutationnovelc.1780N>Ap.Pro594Thrp.P594TQ4VC44protein_codingtolerated(0.38)benign(0.003)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
FLYWCH1SNVMissense_Mutationrs766048567c.1615N>Cp.Thr539Prop.T539PQ4VC44protein_codingdeleterious(0.05)probably_damaging(0.995)TCGA-S3-A6ZG-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
FLYWCH1deletionFrame_Shift_Delc.1278delNp.Gly428AlafsTer44p.G428Afs*44Q4VC44protein_codingTCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FLYWCH1SNVMissense_Mutationrs747935316c.1408C>Tp.Arg470Trpp.R470WQ4VC44protein_codingdeleterious(0)probably_damaging(0.949)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FLYWCH1SNVMissense_Mutationrs866521894c.1960C>Tp.Arg654Cysp.R654CQ4VC44protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FLYWCH1SNVMissense_Mutationrs780119016c.1688N>Ap.Arg563Hisp.R563HQ4VC44protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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