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: GNAI1

Gene summary for GNAI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNAI1

Gene ID

2770

Gene nameG protein subunit alpha i1
Gene AliasGi
Cytomap7q21.11
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

P63096


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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
2770GNAI1CA_HPV_1HumanCervixCC1.24e-03-1.26e-010.0264
2770GNAI1CA_HPV_3HumanCervixCC2.37e-021.85e-010.0414
2770GNAI1CCI_1HumanCervixCC4.78e-047.87e-010.528
2770GNAI1CCI_3HumanCervixCC7.00e-056.01e-010.516
2770GNAI1sample3HumanCervixCC2.03e-052.87e-010.1387
2770GNAI1T3HumanCervixCC2.19e-083.26e-010.1389
2770GNAI1LZE2THumanEsophagusESCC3.91e-032.41e-010.082
2770GNAI1LZE4THumanEsophagusESCC1.06e-112.98e-010.0811
2770GNAI1LZE8THumanEsophagusESCC6.50e-082.19e-010.067
2770GNAI1LZE20THumanEsophagusESCC3.29e-041.84e-010.0662
2770GNAI1LZE22D1HumanEsophagusHGIN4.44e-02-2.37e-020.0595
2770GNAI1LZE6THumanEsophagusESCC3.76e-042.64e-020.0845
2770GNAI1P2T-EHumanEsophagusESCC2.40e-162.08e-010.1177
2770GNAI1P4T-EHumanEsophagusESCC1.39e-052.30e-010.1323
2770GNAI1P5T-EHumanEsophagusESCC3.07e-122.58e-010.1327
2770GNAI1P8T-EHumanEsophagusESCC1.39e-112.02e-010.0889
2770GNAI1P9T-EHumanEsophagusESCC3.49e-051.77e-010.1131
2770GNAI1P10T-EHumanEsophagusESCC5.90e-241.73e-010.116
2770GNAI1P11T-EHumanEsophagusESCC2.41e-117.67e-010.1426
2770GNAI1P15T-EHumanEsophagusESCC2.57e-184.66e-010.1149
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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
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
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:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:19907788CervixCCprotein localization to cell periphery78/2311333/187231.22e-089.73e-0778
GO:19043779CervixCCpositive regulation of protein localization to cell periphery24/231169/187231.21e-064.15e-0524
GO:190165410CervixCCresponse to ketone45/2311194/187231.83e-053.44e-0445
GO:00434349CervixCCresponse to peptide hormone77/2311414/187231.40e-041.70e-0377
GO:19043758CervixCCregulation of protein localization to cell periphery30/2311125/187232.28e-042.56e-0330
GO:00705074CervixCCregulation of microtubule cytoskeleton organization32/2311148/187231.02e-038.51e-0332
GO:00973059CervixCCresponse to alcohol46/2311253/187234.40e-032.69e-0246
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:190165420EsophagusHGINresponse to ketone48/2587194/187233.17e-058.12e-0448
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
GO:190437518EsophagusHGINregulation of protein localization to cell periphery32/2587125/187233.23e-045.39e-0332
GO:00070527EsophagusHGINmitotic spindle organization31/2587120/187233.35e-045.50e-0331
GO:19028507EsophagusHGINmicrotubule cytoskeleton organization involved in mitosis36/2587147/187233.61e-045.68e-0336
GO:00070518EsophagusHGINspindle organization42/2587184/187236.07e-048.49e-0342
GO:009730520EsophagusHGINresponse to alcohol54/2587253/187236.46e-048.87e-0354
GO:004343420EsophagusHGINresponse to peptide hormone79/2587414/187231.60e-031.79e-0279
GO:190437718EsophagusHGINpositive regulation of protein localization to cell periphery18/258769/187234.94e-034.18e-0218
GO:00902245EsophagusHGINregulation of spindle organization12/258739/187234.97e-034.18e-0212
GO:00602365EsophagusHGINregulation of mitotic spindle organization11/258735/187235.89e-034.78e-0211
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0492817EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa0513314EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa0501214LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa05133LiverCirrhoticPertussis37/253076/84654.17e-042.57e-031.58e-0337
hsa0467022LiverCirrhoticLeukocyte transendothelial migration49/2530114/84651.92e-038.55e-035.27e-0349
hsa0516312LiverCirrhoticHuman cytomegalovirus infection87/2530225/84652.67e-031.10e-026.76e-0387
hsa0514512LiverCirrhoticToxoplasmosis47/2530112/84654.16e-031.63e-021.00e-0247
hsa0472314LiverCirrhoticRetrograde endocannabinoid signaling57/2530148/84651.45e-024.39e-022.71e-0257
hsa0501215LiverCirrhoticParkinson disease158/2530266/84653.62e-246.02e-223.71e-22158
hsa051331LiverCirrhoticPertussis37/253076/84654.17e-042.57e-031.58e-0337
hsa0467032LiverCirrhoticLeukocyte transendothelial migration49/2530114/84651.92e-038.55e-035.27e-0349
hsa0516313LiverCirrhoticHuman cytomegalovirus infection87/2530225/84652.67e-031.10e-026.76e-0387
hsa0514513LiverCirrhoticToxoplasmosis47/2530112/84654.16e-031.63e-021.00e-0247
hsa0472315LiverCirrhoticRetrograde endocannabinoid signaling57/2530148/84651.45e-024.39e-022.71e-0257
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa051709LiverHCCHuman immunodeficiency virus 1 infection125/4020212/84654.51e-041.94e-031.08e-03125
hsa0516322LiverHCCHuman cytomegalovirus infection131/4020225/84656.86e-042.77e-031.54e-03131
hsa0514521LiverHCCToxoplasmosis70/4020112/84659.25e-043.52e-031.96e-0370
hsa051332LiverHCCPertussis48/402076/84654.17e-031.27e-027.06e-0348
hsa040718LiverHCCSphingolipid signaling pathway72/4020121/84655.01e-031.47e-028.18e-0372
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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
GNAI1SNVMissense_Mutationrs142908338c.313C>Tp.Arg105Cysp.R105CP63096protein_codingdeleterious(0)possibly_damaging(0.835)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
GNAI1SNVMissense_Mutationnovelc.1051T>Gp.Cys351Glyp.C351GP63096protein_codingdeleterious(0.01)possibly_damaging(0.468)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
GNAI1deletionFrame_Shift_Delnovelc.908delNp.Gln304AsnfsTer36p.Q304Nfs*36P63096protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
GNAI1SNVMissense_Mutationc.601N>Ap.Val201Metp.V201MP63096protein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNAI1SNVMissense_Mutationnovelc.190N>Ap.Glu64Lysp.E64KP63096protein_codingdeleterious(0.03)benign(0.116)TCGA-VS-AA62-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
GNAI1SNVMissense_Mutationnovelc.752N>Gp.Asp251Glyp.D251GP63096protein_codingdeleterious(0.01)probably_damaging(0.932)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNAI1SNVMissense_Mutationrs758691743c.314N>Ap.Arg105Hisp.R105HP63096protein_codingtolerated(0.07)possibly_damaging(0.621)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
GNAI1SNVMissense_Mutationc.659N>Tp.Ala220Valp.A220VP63096protein_codingdeleterious(0.01)benign(0.191)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
GNAI1SNVMissense_Mutationnovelc.658G>Ap.Ala220Thrp.A220TP63096protein_codingtolerated(0.05)possibly_damaging(0.886)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
GNAI1insertionFrame_Shift_Insnovelc.720_720+1insAp.Asn241LysfsTer5p.N241Kfs*5P63096protein_codingTCGA-AM-5820-01Colorectumcolon 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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