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: RALGAPA1

Gene summary for RALGAPA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RALGAPA1

Gene ID

253959

Gene nameRal GTPase activating protein catalytic subunit alpha 1
Gene AliasGARNL1
Cytomap14q13.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q6GYQ0


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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
253959RALGAPA1CCI_1HumanCervixCC8.15e-046.27e-010.528
253959RALGAPA1CCI_2HumanCervixCC9.75e-078.31e-010.5249
253959RALGAPA1HTA11_3410_2000001011HumanColorectumAD1.09e-51-9.99e-010.0155
253959RALGAPA1HTA11_2487_2000001011HumanColorectumSER1.33e-09-6.06e-01-0.1808
253959RALGAPA1HTA11_2951_2000001011HumanColorectumAD9.87e-07-9.47e-010.0216
253959RALGAPA1HTA11_1938_2000001011HumanColorectumAD7.04e-09-5.08e-01-0.0811
253959RALGAPA1HTA11_347_2000001011HumanColorectumAD4.27e-034.27e-01-0.1954
253959RALGAPA1HTA11_3361_2000001011HumanColorectumAD5.88e-19-8.08e-01-0.1207
253959RALGAPA1HTA11_696_2000001011HumanColorectumAD1.73e-07-4.03e-01-0.1464
253959RALGAPA1HTA11_5212_2000001011HumanColorectumAD1.52e-09-7.95e-01-0.2061
253959RALGAPA1HTA11_5216_2000001011HumanColorectumSER7.69e-05-6.15e-01-0.1462
253959RALGAPA1HTA11_7862_2000001011HumanColorectumAD1.29e-08-5.77e-01-0.0179
253959RALGAPA1HTA11_866_3004761011HumanColorectumAD2.90e-18-6.95e-010.096
253959RALGAPA1HTA11_9408_2000001011HumanColorectumAD1.62e-02-8.43e-010.0451
253959RALGAPA1HTA11_8622_2000001021HumanColorectumSER1.66e-07-7.66e-010.0528
253959RALGAPA1HTA11_7663_2000001011HumanColorectumSER5.12e-03-5.48e-010.0131
253959RALGAPA1HTA11_10711_2000001011HumanColorectumAD2.01e-20-7.80e-010.0338
253959RALGAPA1HTA11_7696_3000711011HumanColorectumAD3.76e-25-7.09e-010.0674
253959RALGAPA1HTA11_6818_2000001011HumanColorectumAD1.10e-05-6.90e-010.0112
253959RALGAPA1HTA11_7469_2000001011HumanColorectumAD2.10e-02-7.79e-01-0.0124
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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
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
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
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
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:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:00435476CervixCCpositive regulation of GTPase activity53/2311255/187238.72e-051.16e-0353
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:0051056ColorectumADregulation of small GTPase mediated signal transduction94/3918302/187231.81e-053.76e-0494
GO:0043547ColorectumADpositive regulation of GTPase activity75/3918255/187237.95e-047.91e-0375
GO:00430871ColorectumSERregulation of GTPase activity77/2897348/187235.90e-048.07e-0377
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00510561ColorectumMSSregulation of small GTPase mediated signal transduction82/3467302/187231.31e-041.99e-0382
GO:00435471ColorectumMSSpositive regulation of GTPase activity68/3467255/187237.97e-048.38e-0368
GO:00510562ColorectumFAPregulation of small GTPase mediated signal transduction78/2622302/187233.25e-082.85e-0678
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00435472ColorectumFAPpositive regulation of GTPase activity61/2622255/187231.39e-053.73e-0461
GO:0090630ColorectumFAPactivation of GTPase activity27/2622115/187234.23e-032.90e-0227
GO:00510563ColorectumCRCregulation of small GTPase mediated signal transduction69/2078302/187233.34e-099.08e-0769
GO:00430874ColorectumCRCregulation of GTPase activity69/2078348/187231.11e-066.69e-0569
GO:00435473ColorectumCRCpositive regulation of GTPase activity49/2078255/187238.67e-051.77e-0349
GO:00430878EndometriumAEHregulation of GTPase activity66/2100348/187231.26e-052.77e-0466
GO:00510567EndometriumAEHregulation of small GTPase mediated signal transduction59/2100302/187231.43e-053.03e-0459
GO:00435477EndometriumAEHpositive regulation of GTPase activity48/2100255/187232.18e-042.67e-0348
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040142CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa0401411CervixCCRas signaling pathway51/1267236/84653.55e-031.34e-027.91e-0351
hsa04014ColorectumCRCRas signaling pathway49/1091236/84654.04e-044.50e-033.05e-0349
hsa040141ColorectumCRCRas signaling pathway49/1091236/84654.04e-044.50e-033.05e-0349
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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
RALGAPA1SNVMissense_Mutationc.5074G>Cp.Glu1692Glnp.E1692Qprotein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-A1-A0SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
RALGAPA1SNVMissense_Mutationnovelc.691G>Cp.Glu231Glnp.E231Qprotein_codingtolerated(0.12)probably_damaging(0.986)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RALGAPA1SNVMissense_Mutationnovelc.7348N>Ap.Gln2450Lysp.Q2450Kprotein_codingdeleterious(0.01)benign(0.143)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RALGAPA1SNVMissense_Mutationnovelc.2381N>Ap.Arg794Glnp.R794Qprotein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RALGAPA1SNVMissense_Mutationnovelc.174N>Ap.Phe58Leup.F58Lprotein_codingtolerated(0.13)possibly_damaging(0.825)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RALGAPA1SNVMissense_Mutationnovelc.2001G>Tp.Glu667Aspp.E667Dprotein_codingtolerated(0.66)probably_damaging(0.979)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RALGAPA1SNVMissense_Mutationnovelc.2398G>Tp.Asp800Tyrp.D800Yprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
RALGAPA1SNVMissense_Mutationc.3898N>Ap.Glu1300Lysp.E1300Kprotein_codingdeleterious_low_confidence(0)probably_damaging(0.943)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
RALGAPA1SNVMissense_Mutationc.6331N>Gp.Thr2111Alap.T2111Aprotein_codingtolerated(0.64)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RALGAPA1SNVMissense_Mutationrs781337724c.4251N>Ap.Ser1417Argp.S1417Rprotein_codingtolerated(0.07)probably_damaging(0.991)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
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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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