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: GIGYF2

Gene summary for GIGYF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GIGYF2

Gene ID

26058

Gene nameGRB10 interacting GYF protein 2
Gene AliasGYF2
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

Q6Y7W6


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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
26058GIGYF2HTA11_3410_2000001011HumanColorectumAD1.77e-19-6.46e-010.0155
26058GIGYF2HTA11_2487_2000001011HumanColorectumSER1.47e-06-5.41e-01-0.1808
26058GIGYF2HTA11_2951_2000001011HumanColorectumAD4.14e-02-7.21e-010.0216
26058GIGYF2HTA11_3361_2000001011HumanColorectumAD2.74e-05-5.16e-01-0.1207
26058GIGYF2HTA11_5212_2000001011HumanColorectumAD1.40e-03-6.63e-01-0.2061
26058GIGYF2HTA11_866_3004761011HumanColorectumAD4.07e-04-3.72e-010.096
26058GIGYF2HTA11_10711_2000001011HumanColorectumAD7.91e-05-5.23e-010.0338
26058GIGYF2HTA11_6818_2000001021HumanColorectumAD7.29e-08-4.84e-010.0588
26058GIGYF2HTA11_99999970781_79442HumanColorectumMSS2.87e-09-4.47e-010.294
26058GIGYF2HTA11_99999974143_84620HumanColorectumMSS4.64e-09-4.26e-010.3005
26058GIGYF2A002-C-010HumanColorectumFAP4.19e-02-1.85e-010.242
26058GIGYF2A001-C-207HumanColorectumFAP1.92e-04-2.56e-010.1278
26058GIGYF2A015-C-203HumanColorectumFAP1.17e-30-4.08e-01-0.1294
26058GIGYF2A015-C-204HumanColorectumFAP4.42e-06-2.54e-01-0.0228
26058GIGYF2A014-C-040HumanColorectumFAP2.03e-08-6.08e-01-0.1184
26058GIGYF2A002-C-201HumanColorectumFAP2.83e-13-2.75e-010.0324
26058GIGYF2A002-C-203HumanColorectumFAP1.10e-04-1.81e-010.2786
26058GIGYF2A001-C-119HumanColorectumFAP8.65e-073.82e-02-0.1557
26058GIGYF2A001-C-108HumanColorectumFAP1.05e-14-1.28e-01-0.0272
26058GIGYF2A002-C-205HumanColorectumFAP6.31e-25-2.57e-01-0.1236
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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
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
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
GO:0031331113ThyroidPTCpositive regulation of cellular catabolic process249/5968427/187235.28e-303.58e-27249
GO:1903311112ThyroidPTCregulation of mRNA metabolic process181/5968288/187231.60e-275.94e-25181
GO:0006401112ThyroidPTCRNA catabolic process163/5968278/187232.13e-203.27e-18163
GO:0006402112ThyroidPTCmRNA catabolic process139/5968232/187239.59e-191.12e-16139
GO:0006417113ThyroidPTCregulation of translation236/5968468/187232.70e-172.52e-15236
GO:0034655112ThyroidPTCnucleobase-containing compound catabolic process211/5968407/187232.72e-172.52e-15211
GO:0046700111ThyroidPTCheterocycle catabolic process221/5968445/187232.43e-151.72e-13221
GO:0044270111ThyroidPTCcellular nitrogen compound catabolic process223/5968451/187233.34e-152.31e-13223
GO:0019439111ThyroidPTCaromatic compound catabolic process225/5968467/187238.51e-144.71e-12225
GO:1903313110ThyroidPTCpositive regulation of mRNA metabolic process76/5968118/187233.60e-131.80e-1176
GO:1901361111ThyroidPTCorganic cyclic compound catabolic process231/5968495/187232.55e-121.12e-10231
GO:0043487111ThyroidPTCregulation of RNA stability97/5968170/187239.51e-123.97e-1097
GO:0061013111ThyroidPTCregulation of mRNA catabolic process94/5968166/187233.55e-111.29e-0994
GO:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:0043488111ThyroidPTCregulation of mRNA stability90/5968158/187235.98e-112.11e-0990
GO:004477218ThyroidPTCmitotic cell cycle phase transition196/5968424/187233.17e-101.02e-08196
GO:006115719ThyroidPTCmRNA destabilization52/596884/187231.40e-083.30e-0752
GO:006101419ThyroidPTCpositive regulation of mRNA catabolic process53/596887/187232.25e-085.16e-0753
GO:005077919ThyroidPTCRNA destabilization53/596888/187233.91e-088.51e-0753
GO:19019908ThyroidPTCregulation of mitotic cell cycle phase transition138/5968299/187231.44e-072.78e-06138
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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
GIGYF2SNVMissense_Mutationnovelc.2206N>Tp.Asp736Tyrp.D736YQ6Y7W6protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A7-A4SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
GIGYF2SNVMissense_Mutationc.1021N>Ap.Glu341Lysp.E341KQ6Y7W6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
GIGYF2SNVMissense_Mutationrs372418931c.3059N>Tp.Thr1020Metp.T1020MQ6Y7W6protein_codingtolerated(0.46)benign(0.441)TCGA-E2-A15C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
GIGYF2insertionNonsense_Mutationnovelc.3493_3494insTCTCCTGGGCTGGAATGTAGCTAGGACTp.His1165LeufsTer7p.H1165Lfs*7Q6Y7W6protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
GIGYF2deletionFrame_Shift_Delc.734delNp.Ala245ValfsTer56p.A245Vfs*56Q6Y7W6protein_codingTCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GIGYF2SNVMissense_Mutationc.3323N>Ap.Gly1108Glup.G1108EQ6Y7W6protein_codingdeleterious(0)benign(0.015)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
GIGYF2SNVMissense_Mutationc.712N>Ap.Glu238Lysp.E238KQ6Y7W6protein_codingtolerated(0.1)possibly_damaging(0.776)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
GIGYF2SNVMissense_Mutationrs754519471c.2402N>Ap.Arg801Glnp.R801QQ6Y7W6protein_codingtolerated(0.26)benign(0.297)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GIGYF2SNVMissense_Mutationnovelc.937N>Ap.Glu313Lysp.E313KQ6Y7W6protein_codingdeleterious(0.01)possibly_damaging(0.857)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GIGYF2SNVMissense_Mutationc.2423N>Ap.Arg808Glnp.R808QQ6Y7W6protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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