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: GNA15

Gene summary for GNA15

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

GNA15

Gene ID

2769

Gene nameG protein subunit alpha 15
Gene AliasGNA16
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

P30679


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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
2769GNA15LZE4THumanEsophagusESCC1.11e-073.01e-010.0811
2769GNA15LZE5THumanEsophagusESCC5.22e-031.77e-010.0514
2769GNA15LZE8THumanEsophagusESCC5.71e-094.87e-010.067
2769GNA15LZE24THumanEsophagusESCC1.27e-093.13e-010.0596
2769GNA15LZE21THumanEsophagusESCC1.61e-084.17e-010.0655
2769GNA15LZE6THumanEsophagusESCC1.04e-064.36e-010.0845
2769GNA15P1T-EHumanEsophagusESCC1.69e-108.13e-010.0875
2769GNA15P2T-EHumanEsophagusESCC9.89e-075.52e-020.1177
2769GNA15P4T-EHumanEsophagusESCC1.20e-021.79e-010.1323
2769GNA15P5T-EHumanEsophagusESCC2.63e-143.67e-010.1327
2769GNA15P8T-EHumanEsophagusESCC1.62e-154.93e-010.0889
2769GNA15P9T-EHumanEsophagusESCC4.70e-063.21e-010.1131
2769GNA15P11T-EHumanEsophagusESCC9.57e-117.81e-010.1426
2769GNA15P17T-EHumanEsophagusESCC3.57e-106.39e-010.1278
2769GNA15P19T-EHumanEsophagusESCC9.96e-041.33e+000.1662
2769GNA15P20T-EHumanEsophagusESCC1.95e-163.27e-010.1124
2769GNA15P21T-EHumanEsophagusESCC1.65e-411.08e+000.1617
2769GNA15P22T-EHumanEsophagusESCC1.39e-123.17e-010.1236
2769GNA15P23T-EHumanEsophagusESCC2.59e-217.26e-010.108
2769GNA15P24T-EHumanEsophagusESCC8.95e-134.32e-010.1287
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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
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
∗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:00725032Oral cavityEOLPcellular divalent inorganic cation homeostasis75/2218486/187239.77e-034.42e-0275
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049268EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa051425EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa0492616EsophagusESCCRelaxin signaling pathway81/4205129/84651.72e-035.09e-032.61e-0381
hsa0514213EsophagusESCCChagas disease65/4205102/84652.81e-037.59e-033.89e-0365
hsa051424Oral cavityOSCCChagas disease64/3704102/84658.00e-052.95e-041.50e-0464
hsa049267Oral cavityOSCCRelaxin signaling pathway74/3704129/84651.20e-033.37e-031.72e-0374
hsa051468Oral cavityOSCCAmoebiasis59/3704102/84652.78e-037.17e-033.65e-0359
hsa0514212Oral cavityOSCCChagas disease64/3704102/84658.00e-052.95e-041.50e-0464
hsa0492615Oral cavityOSCCRelaxin signaling pathway74/3704129/84651.20e-033.37e-031.72e-0374
hsa0514615Oral cavityOSCCAmoebiasis59/3704102/84652.78e-037.17e-033.65e-0359
hsa0514221Oral cavityEOLPChagas disease28/1218102/84654.05e-041.64e-039.65e-0428
hsa0514623Oral cavityEOLPAmoebiasis26/1218102/84652.09e-037.03e-034.15e-0326
hsa0492622Oral cavityEOLPRelaxin signaling pathway30/1218129/84654.48e-031.42e-028.37e-0330
hsa051423Oral cavityEOLPChagas disease28/1218102/84654.05e-041.64e-039.65e-0428
hsa0514633Oral cavityEOLPAmoebiasis26/1218102/84652.09e-037.03e-034.15e-0326
hsa0492631Oral cavityEOLPRelaxin signaling pathway30/1218129/84654.48e-031.42e-028.37e-0330
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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
GNA15SNVMissense_Mutationc.982N>Ap.Glu328Lysp.E328KP30679protein_codingdeleterious(0.04)benign(0)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
GNA15deletionFrame_Shift_Delnovelc.832delNp.Thr279ProfsTer171p.T279Pfs*171P30679protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
GNA15deletionFrame_Shift_Delnovelc.354delNp.Gln119ArgfsTer6p.Q119Rfs*6P30679protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
GNA15SNVMissense_Mutationrs760016259c.766N>Ap.Ala256Thrp.A256TP30679protein_codingtolerated(0.28)probably_damaging(0.937)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNA15SNVMissense_Mutationc.788N>Gp.Glu263Glyp.E263GP30679protein_codingtolerated(0.17)possibly_damaging(0.503)TCGA-EK-A2PI-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
GNA15SNVMissense_Mutationc.982N>Ap.Glu328Lysp.E328KP30679protein_codingdeleterious(0.04)benign(0)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
GNA15SNVMissense_Mutationc.927N>Cp.Lys309Asnp.K309NP30679protein_codingtolerated(0.07)possibly_damaging(0.767)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNA15SNVMissense_Mutationrs760016259c.766N>Ap.Ala256Thrp.A256TP30679protein_codingtolerated(0.28)probably_damaging(0.937)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
GNA15SNVMissense_Mutationrs151214875c.595N>Ap.Val199Metp.V199MP30679protein_codingtolerated(0.25)possibly_damaging(0.596)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
GNA15SNVMissense_Mutationc.982G>Ap.Glu328Lysp.E328KP30679protein_codingdeleterious(0.04)benign(0)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
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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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