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: FGD6

Gene summary for FGD6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FGD6

Gene ID

55785

Gene nameFYVE, RhoGEF and PH domain containing 6
Gene AliasZFYVE24
Cytomap12q22
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q6ZV73


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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
55785FGD6CA_HPV_3HumanCervixCC3.05e-021.13e-010.0414
55785FGD6CCI_1HumanCervixCC1.88e-067.54e-010.528
55785FGD6CCI_2HumanCervixCC5.63e-091.05e+000.5249
55785FGD6CCI_3HumanCervixCC7.66e-201.13e+000.516
55785FGD6LZE4THumanEsophagusESCC6.78e-062.67e-010.0811
55785FGD6LZE20THumanEsophagusESCC3.16e-051.07e-010.0662
55785FGD6LZE24THumanEsophagusESCC7.40e-092.10e-010.0596
55785FGD6LZE21THumanEsophagusESCC2.92e-032.08e-010.0655
55785FGD6P1T-EHumanEsophagusESCC6.31e-064.11e-010.0875
55785FGD6P2T-EHumanEsophagusESCC1.23e-451.04e+000.1177
55785FGD6P4T-EHumanEsophagusESCC2.16e-103.12e-010.1323
55785FGD6P5T-EHumanEsophagusESCC4.29e-171.32e-010.1327
55785FGD6P8T-EHumanEsophagusESCC1.07e-092.03e-010.0889
55785FGD6P9T-EHumanEsophagusESCC1.23e-082.22e-010.1131
55785FGD6P10T-EHumanEsophagusESCC1.15e-101.60e-010.116
55785FGD6P11T-EHumanEsophagusESCC1.14e-105.39e-010.1426
55785FGD6P12T-EHumanEsophagusESCC1.11e-142.03e-010.1122
55785FGD6P15T-EHumanEsophagusESCC3.79e-143.22e-010.1149
55785FGD6P16T-EHumanEsophagusESCC1.08e-131.95e-010.1153
55785FGD6P20T-EHumanEsophagusESCC1.87e-153.85e-010.1124
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:002260410CervixCCregulation of cell morphogenesis84/2311309/187231.00e-124.29e-1084
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00083608CervixCCregulation of cell shape38/2311154/187231.86e-053.46e-0438
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:002260422LiverHCCregulation of cell morphogenesis188/7958309/187234.84e-111.82e-09188
GO:000836022LiverHCCregulation of cell shape92/7958154/187231.15e-051.31e-0492
GO:00226048LungIACregulation of cell morphogenesis74/2061309/187236.31e-111.70e-0874
GO:00083607LungIACregulation of cell shape37/2061154/187233.35e-061.42e-0437
GO:00430876LungIACregulation of GTPase activity67/2061348/187233.43e-061.44e-0467
GO:0046847LungIACfilopodium assembly14/206162/187236.56e-034.60e-0214
GO:002260413LungAISregulation of cell morphogenesis65/1849309/187232.97e-095.09e-0765
GO:004308711LungAISregulation of GTPase activity65/1849348/187233.35e-072.83e-0565
GO:000836013LungAISregulation of cell shape32/1849154/187233.75e-051.14e-0332
GO:00468471LungAISfilopodium assembly14/184962/187232.46e-032.55e-0214
GO:002260432LungMIACregulation of cell morphogenesis38/967309/187236.47e-079.76e-0538
GO:004308721LungMIACregulation of GTPase activity41/967348/187237.39e-071.08e-0441
GO:000836032LungMIACregulation of cell shape20/967154/187231.34e-045.35e-0320
GO:002260419Oral cavityOSCCregulation of cell morphogenesis163/7305309/187235.66e-078.19e-06163
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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
FGD6SNVMissense_Mutationc.341C>Gp.Ser114Cysp.S114CQ6ZV73protein_codingtolerated_low_confidence(0.13)possibly_damaging(0.533)TCGA-AC-A23C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapychemoCR
FGD6SNVMissense_Mutationc.2860N>Ap.Asp954Asnp.D954NQ6ZV73protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FGD6SNVMissense_Mutationc.943N>Gp.Pro315Alap.P315AQ6ZV73protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FGD6SNVMissense_Mutationrs377183623c.3530C>Tp.Ala1177Valp.A1177VQ6ZV73protein_codingdeleterious(0)probably_damaging(1)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FGD6SNVMissense_Mutationc.3302N>Ap.Arg1101Glnp.R1101QQ6ZV73protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
FGD6SNVMissense_Mutationrs757525900c.2237C>Tp.Pro746Leup.P746LQ6ZV73protein_codingdeleterious(0.01)probably_damaging(0.963)TCGA-B6-A409-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
FGD6SNVMissense_Mutationc.4124N>Gp.Glu1375Glyp.E1375GQ6ZV73protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
FGD6SNVMissense_Mutationc.1370N>Tp.Lys457Metp.K457MQ6ZV73protein_codingdeleterious_low_confidence(0)probably_damaging(0.921)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FGD6SNVMissense_Mutationc.2613N>Cp.Lys871Asnp.K871NQ6ZV73protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
FGD6SNVMissense_Mutationc.4249N>Ap.Ala1417Thrp.A1417TQ6ZV73protein_codingtolerated(0.07)benign(0.146)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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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