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: FLYWCH2

Gene summary for FLYWCH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FLYWCH2

Gene ID

114984

Gene nameFLYWCH family member 2
Gene AliasFLYWCH2
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q96CP2


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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
114984FLYWCH2LZE2THumanEsophagusESCC9.02e-076.39e-010.082
114984FLYWCH2LZE4THumanEsophagusESCC1.00e-184.64e-010.0811
114984FLYWCH2LZE5THumanEsophagusESCC8.42e-084.17e-010.0514
114984FLYWCH2LZE7THumanEsophagusESCC4.17e-136.52e-010.0667
114984FLYWCH2LZE8THumanEsophagusESCC2.64e-134.79e-010.067
114984FLYWCH2LZE20THumanEsophagusESCC3.87e-183.39e-010.0662
114984FLYWCH2LZE22D1HumanEsophagusHGIN1.19e-134.06e-010.0595
114984FLYWCH2LZE22THumanEsophagusESCC1.87e-074.17e-010.068
114984FLYWCH2LZE24THumanEsophagusESCC1.00e-245.66e-010.0596
114984FLYWCH2LZE21THumanEsophagusESCC4.38e-113.72e-010.0655
114984FLYWCH2LZE6THumanEsophagusESCC3.56e-042.28e-010.0845
114984FLYWCH2P1T-EHumanEsophagusESCC5.49e-228.24e-010.0875
114984FLYWCH2P2T-EHumanEsophagusESCC2.33e-641.18e+000.1177
114984FLYWCH2P4T-EHumanEsophagusESCC5.79e-571.29e+000.1323
114984FLYWCH2P5T-EHumanEsophagusESCC3.33e-395.24e-010.1327
114984FLYWCH2P8T-EHumanEsophagusESCC5.02e-407.17e-010.0889
114984FLYWCH2P9T-EHumanEsophagusESCC2.33e-132.98e-010.1131
114984FLYWCH2P10T-EHumanEsophagusESCC1.04e-284.05e-010.116
114984FLYWCH2P11T-EHumanEsophagusESCC2.48e-281.07e+000.1426
114984FLYWCH2P12T-EHumanEsophagusESCC4.99e-611.07e+000.1122
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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
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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
FLYWCH2insertionIn_Frame_Insnovelc.119_120insGTTGGGGCCTCCCGTAACTCTTTAp.Ser40_Lys41insLeuGlyProProValThrLeuTyrp.S40_K41insLGPPVTLYQ96CP2protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FLYWCH2SNVMissense_Mutationrs566687400c.356N>Tp.Ala119Valp.A119VQ96CP2protein_codingtolerated_low_confidence(0.46)benign(0)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
FLYWCH2SNVMissense_Mutationnovelc.163G>Ap.Ala55Thrp.A55TQ96CP2protein_codingtolerated(0.15)benign(0.325)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FLYWCH2SNVMissense_Mutationrs376595971c.404N>Tp.Ala135Valp.A135VQ96CP2protein_codingtolerated_low_confidence(0.44)benign(0.003)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FLYWCH2SNVMissense_Mutationc.127G>Ap.Val43Ilep.V43IQ96CP2protein_codingdeleterious(0.02)possibly_damaging(0.893)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
FLYWCH2SNVMissense_Mutationrs770341502c.175N>Tp.Arg59Cysp.R59CQ96CP2protein_codingtolerated(0.11)probably_damaging(0.988)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FLYWCH2SNVMissense_Mutationnovelc.383A>Gp.Asn128Serp.N128SQ96CP2protein_codingtolerated_low_confidence(0.68)benign(0.006)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
FLYWCH2SNVMissense_Mutationc.31N>Ap.Gly11Serp.G11SQ96CP2protein_codingtolerated(0.09)benign(0.14)TCGA-DD-A4NJ-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
FLYWCH2SNVMissense_Mutationc.31N>Tp.Gly11Cysp.G11CQ96CP2protein_codingdeleterious(0)possibly_damaging(0.821)TCGA-64-1676-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
FLYWCH2SNVMissense_Mutationc.32N>Tp.Gly11Valp.G11VQ96CP2protein_codingdeleterious(0)benign(0.258)TCGA-64-1676-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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