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: FGD2

Gene summary for FGD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FGD2

Gene ID

221472

Gene nameFYVE, RhoGEF and PH domain containing 2
Gene AliasZFYVE4
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q7Z6J4


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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
221472FGD2HTA11_3410_2000001011HumanColorectumAD1.02e-1492.65e+000.0155
221472FGD2HTA11_2487_2000001011HumanColorectumSER3.05e-722.21e+00-0.1808
221472FGD2HTA11_2951_2000001011HumanColorectumAD1.02e-442.59e+000.0216
221472FGD2HTA11_1938_2000001011HumanColorectumAD1.10e-802.73e+00-0.0811
221472FGD2HTA11_78_2000001011HumanColorectumAD2.61e-591.66e+00-0.1088
221472FGD2HTA11_347_2000001011HumanColorectumAD1.32e-1644.08e+00-0.1954
221472FGD2HTA11_411_2000001011HumanColorectumSER8.14e-413.30e+00-0.2602
221472FGD2HTA11_2112_2000001011HumanColorectumSER7.77e-162.01e+00-0.2196
221472FGD2HTA11_3361_2000001011HumanColorectumAD1.70e-812.69e+00-0.1207
221472FGD2HTA11_83_2000001011HumanColorectumSER1.22e-532.50e+00-0.1526
221472FGD2HTA11_696_2000001011HumanColorectumAD3.65e-1013.33e+00-0.1464
221472FGD2HTA11_866_2000001011HumanColorectumAD3.00e-711.54e+00-0.1001
221472FGD2HTA11_1391_2000001011HumanColorectumAD1.42e-652.22e+00-0.059
221472FGD2HTA11_2992_2000001011HumanColorectumSER1.74e-583.58e+00-0.1706
221472FGD2HTA11_5212_2000001011HumanColorectumAD1.97e-633.46e+00-0.2061
221472FGD2HTA11_5216_2000001011HumanColorectumSER1.84e-513.89e+00-0.1462
221472FGD2HTA11_546_2000001011HumanColorectumAD2.42e-713.43e+00-0.0842
221472FGD2HTA11_7862_2000001011HumanColorectumAD4.79e-052.34e-01-0.0179
221472FGD2HTA11_866_3004761011HumanColorectumAD3.84e-051.77e-010.096
221472FGD2HTA11_6801_2000001011HumanColorectumSER9.67e-094.69e-010.0171
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
GO:0022604ColorectumADregulation of cell morphogenesis109/3918309/187233.08e-092.07e-07109
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0008360ColorectumADregulation of cell shape56/3918154/187237.01e-061.73e-0456
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0071900ColorectumADregulation of protein serine/threonine kinase activity98/3918359/187232.18e-031.73e-0298
GO:0071902ColorectumADpositive regulation of protein serine/threonine kinase activity58/3918200/187234.09e-032.84e-0258
GO:00226041ColorectumSERregulation of cell morphogenesis89/2897309/187231.51e-091.52e-0789
GO:00083601ColorectumSERregulation of cell shape43/2897154/187235.47e-051.30e-0343
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:00336741ColorectumSERpositive regulation of kinase activity95/2897467/187232.62e-032.41e-0295
GO:00458601ColorectumSERpositive regulation of protein kinase activity79/2897386/187234.85e-033.79e-0279
GO:00719001ColorectumSERregulation of protein serine/threonine kinase activity74/2897359/187235.22e-033.96e-0274
GO:00226042ColorectumMSSregulation of cell morphogenesis103/3467309/187232.70e-102.56e-08103
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00083602ColorectumMSSregulation of cell shape52/3467154/187234.40e-061.24e-0452
GO:00336742ColorectumMSSpositive regulation of kinase activity122/3467467/187232.50e-055.21e-04122
GO:00458602ColorectumMSSpositive regulation of protein kinase activity102/3467386/187236.93e-051.20e-03102
GO:00510561ColorectumMSSregulation of small GTPase mediated signal transduction82/3467302/187231.31e-041.99e-0382
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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
FGD2SNVMissense_Mutationnovelc.1478C>Tp.Ser493Phep.S493FQ7Z6J4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
FGD2SNVMissense_Mutationnovelc.10N>Tp.Ala4Serp.A4SQ7Z6J4protein_codingtolerated_low_confidence(0.19)benign(0.011)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
FGD2SNVMissense_Mutationrs149007517c.1822C>Tp.Arg608Trpp.R608WQ7Z6J4protein_codingdeleterious(0.02)probably_damaging(0.928)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FGD2SNVMissense_Mutationrs779622760c.1105G>Ap.Asp369Asnp.D369NQ7Z6J4protein_codingdeleterious(0.04)probably_damaging(0.926)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FGD2SNVMissense_Mutationc.1645N>Gp.Ser549Glyp.S549GQ7Z6J4protein_codingtolerated(0.62)benign(0.003)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
FGD2SNVMissense_Mutationrs750198030c.139N>Ap.Glu47Lysp.E47KQ7Z6J4protein_codingtolerated_low_confidence(0.88)benign(0.001)TCGA-BH-A0E0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
FGD2SNVMissense_Mutationrs371671447c.356C>Tp.Ala119Valp.A119VQ7Z6J4protein_codingtolerated(0.07)possibly_damaging(0.611)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FGD2SNVMissense_Mutationrs746649633c.997C>Tp.Arg333Cysp.R333CQ7Z6J4protein_codingdeleterious(0.01)possibly_damaging(0.877)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FGD2SNVMissense_Mutationc.1616N>Tp.Ser539Leup.S539LQ7Z6J4protein_codingtolerated(0.08)benign(0)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FGD2insertionFrame_Shift_Insnovelc.1685_1686insCp.Arg564ProfsTer10p.R564Pfs*10Q7Z6J4protein_codingTCGA-E2-A1LH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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