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
84256FLYWCH1P26T-EHumanEsophagusESCC1.29e-122.42e-010.1276
84256FLYWCH1P27T-EHumanEsophagusESCC3.27e-081.77e-010.1055
84256FLYWCH1P28T-EHumanEsophagusESCC1.68e-183.29e-010.1149
84256FLYWCH1P30T-EHumanEsophagusESCC1.59e-227.99e-010.137
84256FLYWCH1P31T-EHumanEsophagusESCC3.00e-036.76e-020.1251
84256FLYWCH1P32T-EHumanEsophagusESCC1.00e-173.13e-010.1666
84256FLYWCH1P36T-EHumanEsophagusESCC2.06e-092.92e-010.1187
84256FLYWCH1P37T-EHumanEsophagusESCC3.78e-081.58e-010.1371
84256FLYWCH1P39T-EHumanEsophagusESCC1.15e-061.14e-010.0894
84256FLYWCH1P40T-EHumanEsophagusESCC2.41e-073.35e-010.109
84256FLYWCH1P42T-EHumanEsophagusESCC2.90e-123.91e-010.1175
84256FLYWCH1P47T-EHumanEsophagusESCC1.87e-112.43e-010.1067
84256FLYWCH1P48T-EHumanEsophagusESCC1.45e-223.34e-010.0959
84256FLYWCH1P49T-EHumanEsophagusESCC1.58e-087.67e-010.1768
84256FLYWCH1P52T-EHumanEsophagusESCC1.61e-163.35e-010.1555
84256FLYWCH1P54T-EHumanEsophagusESCC1.35e-062.35e-010.0975
84256FLYWCH1P57T-EHumanEsophagusESCC2.73e-152.28e-010.0926
84256FLYWCH1P61T-EHumanEsophagusESCC5.21e-081.55e-010.099
84256FLYWCH1P62T-EHumanEsophagusESCC1.06e-396.99e-010.1302
84256FLYWCH1P65T-EHumanEsophagusESCC5.29e-163.57e-010.0978
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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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