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: RASAL2

Gene summary for RASAL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RASAL2

Gene ID

9462

Gene nameRAS protein activator like 2
Gene AliasNGAP
Cytomap1q25.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A8K2P3


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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
9462RASAL2CCI_1HumanCervixCC5.65e-111.99e+000.528
9462RASAL2CCI_2HumanCervixCC7.83e-151.18e+000.5249
9462RASAL2CCI_3HumanCervixCC1.77e-131.07e+000.516
9462RASAL2HTA11_3410_2000001011HumanColorectumAD4.10e-05-2.87e-010.0155
9462RASAL2HTA11_1391_2000001011HumanColorectumAD2.24e-024.65e-01-0.059
9462RASAL2HTA11_99999965062_69753HumanColorectumMSI-H5.21e-039.00e-010.3487
9462RASAL2HTA11_99999965104_69814HumanColorectumMSS7.04e-056.76e-010.281
9462RASAL2HTA11_99999974143_84620HumanColorectumMSS2.32e-09-4.47e-010.3005
9462RASAL2A002-C-010HumanColorectumFAP5.17e-033.11e-010.242
9462RASAL2A015-C-203HumanColorectumFAP2.92e-21-4.04e-01-0.1294
9462RASAL2A015-C-204HumanColorectumFAP4.58e-05-3.42e-01-0.0228
9462RASAL2A014-C-040HumanColorectumFAP1.10e-02-3.83e-01-0.1184
9462RASAL2A002-C-201HumanColorectumFAP7.54e-09-5.88e-020.0324
9462RASAL2A002-C-203HumanColorectumFAP4.56e-032.17e-010.2786
9462RASAL2A001-C-119HumanColorectumFAP4.35e-05-3.67e-01-0.1557
9462RASAL2A001-C-108HumanColorectumFAP2.66e-10-2.56e-01-0.0272
9462RASAL2A002-C-205HumanColorectumFAP2.44e-18-3.52e-01-0.1236
9462RASAL2A001-C-104HumanColorectumFAP3.74e-02-1.74e-010.0184
9462RASAL2A015-C-006HumanColorectumFAP3.82e-14-5.32e-01-0.0994
9462RASAL2A015-C-106HumanColorectumFAP1.93e-14-4.21e-01-0.0511
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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
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
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:00430877CervixCCregulation of GTPase activity79/2311348/187234.21e-082.60e-0679
GO:0043087ColorectumADregulation of GTPase activity110/3918348/187231.64e-065.03e-05110
GO:00430872ColorectumMSSregulation of GTPase activity101/3467348/187231.00e-063.46e-05101
GO:00430873ColorectumFAPregulation of GTPase activity85/2622348/187231.20e-077.68e-0685
GO:00430874ColorectumCRCregulation of GTPase activity69/2078348/187231.11e-066.69e-0569
GO:00430878EndometriumAEHregulation of GTPase activity66/2100348/187231.26e-052.77e-0466
GO:004308712EndometriumEECregulation of GTPase activity67/2168348/187231.84e-053.43e-0467
GO:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:00430876LungIACregulation of GTPase activity67/2061348/187233.43e-061.44e-0467
GO:004308711LungAISregulation of GTPase activity65/1849348/187233.35e-072.83e-0565
GO:004308721LungMIACregulation of GTPase activity41/967348/187237.39e-071.08e-0441
GO:00430879ProstateBPHregulation of GTPase activity88/3107348/187232.04e-052.49e-0488
GO:004308713ProstateTumorregulation of GTPase activity88/3246348/187231.04e-041.00e-0388
GO:004308716SkinAKregulation of GTPase activity54/1910348/187231.17e-038.98e-0354
GO:004308717SkinSCCISregulation of GTPase activity39/919348/187231.38e-068.71e-0539
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:004308719ThyroidATCregulation of GTPase activity153/6293348/187233.24e-052.68e-04153
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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
RASAL2SNVMissense_Mutationnovelc.3622N>Ap.Asp1208Asnp.D1208NQ9UJF2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A08X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
RASAL2SNVMissense_Mutationnovelc.2836N>Ap.Glu946Lysp.E946KQ9UJF2protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
RASAL2SNVMissense_Mutationnovelc.2411C>Ap.Ser804Tyrp.S804YQ9UJF2protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RASAL2SNVMissense_Mutationc.2397N>Tp.Leu799Phep.L799FQ9UJF2protein_codingtolerated(1)benign(0.07)TCGA-AO-A03L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
RASAL2SNVMissense_Mutationrs750108608c.1043N>Ap.Arg348Hisp.R348HQ9UJF2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AR-A1AW-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
RASAL2SNVMissense_Mutationc.3562N>Tp.Asp1188Tyrp.D1188YQ9UJF2protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0BP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RASAL2SNVMissense_Mutationc.330G>Tp.Glu110Aspp.E110DQ9UJF2protein_codingdeleterious(0.01)probably_damaging(0.971)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RASAL2SNVMissense_Mutationnovelc.3618N>Cp.Lys1206Asnp.K1206NQ9UJF2protein_codingdeleterious(0.03)benign(0.031)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
RASAL2SNVMissense_Mutationrs762969560c.680G>Ap.Arg227Hisp.R227HQ9UJF2protein_codingtolerated(0.27)benign(0.082)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
RASAL2SNVMissense_Mutationc.2753N>Gp.Gln918Argp.Q918RQ9UJF2protein_codingtolerated(0.36)benign(0.003)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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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