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: GNAI2

Gene summary for GNAI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNAI2

Gene ID

2771

Gene nameG protein subunit alpha i2
Gene AliasGIP
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

B3KP24


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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
2771GNAI2GSM4909281HumanBreastIDC1.79e-093.76e-010.21
2771GNAI2GSM4909296HumanBreastIDC5.33e-05-1.03e-010.1524
2771GNAI2GSM4909304HumanBreastIDC9.69e-042.91e-010.1636
2771GNAI2GSM4909308HumanBreastIDC2.69e-021.32e-010.158
2771GNAI2GSM4909311HumanBreastIDC1.08e-09-9.54e-020.1534
2771GNAI2GSM4909312HumanBreastIDC1.46e-04-1.15e-010.1552
2771GNAI2GSM4909317HumanBreastIDC5.89e-042.66e-010.1355
2771GNAI2GSM4909319HumanBreastIDC3.67e-11-1.69e-010.1563
2771GNAI2GSM4909321HumanBreastIDC2.33e-041.52e-020.1559
2771GNAI2M1HumanBreastIDC1.17e-093.92e-010.1577
2771GNAI2NCCBC14HumanBreastDCIS1.12e-032.43e-010.2021
2771GNAI2NCCBC3HumanBreastDCIS2.91e-155.96e-010.1198
2771GNAI2NCCBC5HumanBreastDCIS3.80e-073.01e-010.2046
2771GNAI2DCIS2HumanBreastDCIS5.42e-703.19e-010.0085
2771GNAI2CA_HPV_1HumanCervixCC1.92e-059.36e-020.0264
2771GNAI2CA_HPV_3HumanCervixCC1.60e-05-8.02e-020.0414
2771GNAI2CCI_1HumanCervixCC5.93e-04-5.95e-010.528
2771GNAI2CCI_3HumanCervixCC1.73e-05-5.13e-010.516
2771GNAI2CCII_1HumanCervixCC9.52e-23-8.30e-010.3249
2771GNAI2TumorHumanCervixCC1.77e-18-5.90e-010.1241
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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:200123314BreastIDCregulation of apoptotic signaling pathway82/1434356/187236.27e-205.93e-1782
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:200123414BreastIDCnegative regulation of apoptotic signaling pathway49/1434224/187231.45e-112.58e-0949
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:000758412BreastIDCresponse to nutrient29/1434174/187235.69e-051.20e-0329
GO:007259313BreastIDCreactive oxygen species metabolic process36/1434239/187237.16e-051.43e-0336
GO:00434348BreastIDCresponse to peptide hormone54/1434414/187238.25e-051.61e-0354
GO:005087813BreastIDCregulation of body fluid levels50/1434379/187231.12e-042.10e-0350
GO:003530414BreastIDCregulation of protein dephosphorylation18/143490/187231.39e-042.48e-0318
GO:001095913BreastIDCregulation of metal ion transport52/1434406/187231.76e-042.97e-0352
GO:00703713BreastIDCERK1 and ERK2 cascade43/1434330/187234.28e-045.84e-0343
GO:00459369BreastIDCnegative regulation of phosphate metabolic process53/1434441/187237.21e-048.79e-0353
GO:00105639BreastIDCnegative regulation of phosphorus metabolic process53/1434442/187237.60e-049.25e-0353
GO:003530813BreastIDCnegative regulation of protein dephosphorylation9/143434/187238.01e-049.58e-039
GO:004366613BreastIDCregulation of phosphoprotein phosphatase activity12/143458/187231.27e-031.35e-0212
GO:200037913BreastIDCpositive regulation of reactive oxygen species metabolic process14/143476/187231.71e-031.67e-0214
GO:00486592BreastIDCsmooth muscle cell proliferation26/1434184/187231.77e-031.72e-0226
GO:00486602BreastIDCregulation of smooth muscle cell proliferation25/1434180/187232.71e-032.41e-0225
GO:0051924BreastIDCregulation of calcium ion transport32/1434255/187233.94e-033.22e-0232
GO:200037713BreastIDCregulation of reactive oxygen species metabolic process22/1434157/187234.24e-033.31e-0222
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501224BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0491523BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0472323BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0516324BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0497122BreastIDCGastric acid secretion16/86776/84653.80e-032.33e-021.74e-0216
hsa0467024BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0517014BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0501234BreastIDCParkinson disease107/867266/84652.57e-398.36e-376.26e-37107
hsa0491533BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0472333BreastIDCRetrograde endocannabinoid signaling31/867148/84657.62e-057.50e-045.61e-0431
hsa0516334BreastIDCHuman cytomegalovirus infection39/867225/84656.66e-045.41e-034.05e-0339
hsa0497132BreastIDCGastric acid secretion16/86776/84653.80e-032.33e-021.74e-0216
hsa0467034BreastIDCLeukocyte transendothelial migration21/867114/84655.41e-033.13e-022.34e-0221
hsa0517015BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0501243BreastDCISParkinson disease106/846266/84651.64e-395.29e-373.90e-37106
hsa0491542BreastDCISEstrogen signaling pathway35/846138/84651.40e-072.51e-061.85e-0635
hsa0472342BreastDCISRetrograde endocannabinoid signaling29/846148/84652.82e-042.34e-031.72e-0329
hsa0516344BreastDCISHuman cytomegalovirus infection38/846225/84658.11e-045.95e-034.38e-0338
hsa0497142BreastDCISGastric acid secretion16/84676/84652.97e-031.81e-021.33e-0216
hsa0467044BreastDCISLeukocyte transendothelial migration21/846114/84654.07e-032.31e-021.70e-0221
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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
GNAI2SNVMissense_Mutationnovelc.889T>Cp.Tyr297Hisp.Y297HP04899protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-5T-A9QA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
GNAI2SNVMissense_Mutationc.109N>Ap.Leu37Metp.L37MP04899protein_codingdeleterious(0)probably_damaging(0.971)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
GNAI2SNVMissense_Mutationc.292N>Tp.Pro98Serp.P98SP04899protein_codingtolerated(0.37)benign(0.005)TCGA-BH-A1FJ-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
GNAI2SNVMissense_Mutationnovelc.706N>Tp.Ala236Serp.A236SP04899protein_codingtolerated(0.38)benign(0.115)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
GNAI2deletionFrame_Shift_Delnovelc.406delNp.Gly136ValfsTer22p.G136Vfs*22P04899protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GNAI2SNVMissense_Mutationrs781807470c.475N>Ap.Asp159Asnp.D159NP04899protein_codingtolerated(0.19)benign(0.003)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNAI2SNVMissense_Mutationrs781986131c.200G>Ap.Arg67Glnp.R67QP04899protein_codingtolerated(0.39)benign(0.006)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
GNAI2SNVMissense_Mutationc.1055N>Ap.Cys352Tyrp.C352YP04899protein_codingtolerated(0.06)possibly_damaging(0.776)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
GNAI2SNVMissense_Mutationc.878N>Ap.Gly293Glup.G293EP04899protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
GNAI2SNVMissense_Mutationrs782786744c.979G>Ap.Ala327Thrp.A327TP04899protein_codingdeleterious(0)probably_damaging(1)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<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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