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: GNAI3

Gene summary for GNAI3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNAI3

Gene ID

2773

Gene nameG protein subunit alpha i3
Gene Alias87U6
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P08754


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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
2773GNAI3LZE4THumanEsophagusESCC5.93e-196.44e-010.0811
2773GNAI3LZE7THumanEsophagusESCC1.98e-036.23e-010.0667
2773GNAI3LZE8THumanEsophagusESCC1.22e-033.03e-020.067
2773GNAI3LZE20THumanEsophagusESCC3.41e-033.86e-010.0662
2773GNAI3LZE24THumanEsophagusESCC1.57e-145.80e-010.0596
2773GNAI3P1T-EHumanEsophagusESCC2.21e-036.55e-010.0875
2773GNAI3P2T-EHumanEsophagusESCC8.76e-336.48e-010.1177
2773GNAI3P4T-EHumanEsophagusESCC2.78e-194.64e-010.1323
2773GNAI3P5T-EHumanEsophagusESCC1.47e-256.35e-010.1327
2773GNAI3P8T-EHumanEsophagusESCC1.61e-306.40e-010.0889
2773GNAI3P9T-EHumanEsophagusESCC1.48e-215.87e-010.1131
2773GNAI3P10T-EHumanEsophagusESCC3.00e-295.97e-010.116
2773GNAI3P11T-EHumanEsophagusESCC1.32e-126.09e-010.1426
2773GNAI3P12T-EHumanEsophagusESCC5.95e-561.32e+000.1122
2773GNAI3P15T-EHumanEsophagusESCC3.32e-204.67e-010.1149
2773GNAI3P16T-EHumanEsophagusESCC3.24e-262.78e-010.1153
2773GNAI3P17T-EHumanEsophagusESCC5.82e-086.53e-010.1278
2773GNAI3P19T-EHumanEsophagusESCC6.93e-048.44e-010.1662
2773GNAI3P20T-EHumanEsophagusESCC5.88e-256.19e-010.1124
2773GNAI3P21T-EHumanEsophagusESCC1.34e-163.88e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:001623617EsophagusESCCmacroautophagy216/8552291/187231.94e-234.57e-21216
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:2001234111EsophagusESCCnegative regulation of apoptotic signaling pathway161/8552224/187231.24e-158.09e-14161
GO:001624114EsophagusESCCregulation of macroautophagy102/8552141/187231.09e-103.27e-09102
GO:0006753110EsophagusESCCnucleoside phosphate metabolic process288/8552497/187231.80e-083.50e-07288
GO:0019693111EsophagusESCCribose phosphate metabolic process234/8552396/187234.24e-087.76e-07234
GO:0009117111EsophagusESCCnucleotide metabolic process282/8552489/187234.70e-088.50e-07282
GO:0009141111EsophagusESCCnucleoside triphosphate metabolic process78/8552112/187232.36e-073.59e-0678
GO:00482844EsophagusESCCorganelle fusion94/8552141/187233.72e-075.16e-0694
GO:0009259111EsophagusESCCribonucleotide metabolic process224/8552385/187234.41e-076.00e-06224
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:0009150111EsophagusESCCpurine ribonucleotide metabolic process213/8552368/187231.40e-061.69e-05213
GO:0006163111EsophagusESCCpurine nucleotide metabolic process226/8552396/187232.81e-063.21e-05226
GO:200037718EsophagusESCCregulation of reactive oxygen species metabolic process100/8552157/187233.87e-064.17e-05100
GO:0009144110EsophagusESCCpurine nucleoside triphosphate metabolic process61/855288/187236.06e-066.23e-0561
GO:001050816EsophagusESCCpositive regulation of autophagy81/8552124/187237.74e-067.65e-0581
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0407116EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa0514525EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa051425EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa0436016EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0492816EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa051339EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0517038EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0516338EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa0407117EsophagusESCCSphingolipid signaling pathway85/4205121/84653.04e-061.73e-058.84e-0685
hsa05145111EsophagusESCCToxoplasmosis76/4205112/84656.83e-052.90e-041.48e-0476
hsa0492616EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0514213EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa0436017EsophagusESCCAxon guidance108/4205182/84655.13e-031.30e-026.67e-03108
hsa0492817EsophagusESCCParathyroid hormone synthesis, secretion and action66/4205106/84655.86e-031.47e-027.51e-0366
hsa0513314EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
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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
GNAI3SNVMissense_Mutationc.356T>Cp.Met119Thrp.M119TP08754protein_codingdeleterious(0.03)benign(0.435)TCGA-AO-A1KR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
GNAI3SNVMissense_Mutationnovelc.878C>Ap.Ser293Tyrp.S293YP08754protein_codingdeleterious(0.02)benign(0.013)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNAI3SNVMissense_Mutationnovelc.986C>Tp.Thr329Metp.T329MP08754protein_codingdeleterious(0.01)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNAI3SNVMissense_Mutationnovelc.910C>Gp.Gln304Glup.Q304EP08754protein_codingtolerated(0.22)benign(0.145)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
GNAI3SNVMissense_Mutationc.482G>Ap.Arg161Lysp.R161KP08754protein_codingdeleterious(0)benign(0.229)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GNAI3SNVMissense_Mutationc.646G>Ap.Glu216Lysp.E216KP08754protein_codingdeleterious(0)possibly_damaging(0.703)TCGA-FU-A5XV-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GNAI3SNVMissense_Mutationc.611N>Gp.Gln204Argp.Q204RP08754protein_codingdeleterious(0)probably_damaging(0.999)TCGA-LP-A5U3-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNAI3SNVMissense_Mutationc.623G>Ap.Arg208Glnp.R208QP08754protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
GNAI3SNVMissense_Mutationc.437N>Tp.Tyr146Phep.Y146FP08754protein_codingtolerated(0.25)possibly_damaging(0.447)TCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
GNAI3SNVMissense_Mutationnovelc.614G>Tp.Arg205Ilep.R205IP08754protein_codingdeleterious(0)probably_damaging(0.944)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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