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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ARG2

Gene summary for ARG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARG2

Gene ID

384

Gene namearginase 2
Gene AliasARG2
Cytomap14q24.1
Gene Typeprotein-coding
GO ID

GO:0000050

UniProtAcc

A0A024R6A0


Top

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
384ARG2LZE4THumanEsophagusESCC8.89e-072.96e-010.0811
384ARG2LZE7THumanEsophagusESCC2.88e-066.06e-010.0667
384ARG2LZE8THumanEsophagusESCC1.73e-115.16e-010.067
384ARG2LZE22THumanEsophagusESCC7.21e-045.33e-010.068
384ARG2LZE24THumanEsophagusESCC1.23e-105.65e-010.0596
384ARG2LZE21THumanEsophagusESCC4.68e-034.66e-010.0655
384ARG2P1T-EHumanEsophagusESCC5.62e-053.60e-010.0875
384ARG2P2T-EHumanEsophagusESCC6.60e-183.36e-010.1177
384ARG2P4T-EHumanEsophagusESCC2.78e-321.02e+000.1323
384ARG2P5T-EHumanEsophagusESCC4.95e-153.07e-020.1327
384ARG2P8T-EHumanEsophagusESCC1.97e-184.05e-010.0889
384ARG2P9T-EHumanEsophagusESCC9.40e-092.72e-010.1131
384ARG2P10T-EHumanEsophagusESCC1.52e-158.44e-020.116
384ARG2P11T-EHumanEsophagusESCC5.22e-054.20e-010.1426
384ARG2P12T-EHumanEsophagusESCC2.31e-297.20e-010.1122
384ARG2P15T-EHumanEsophagusESCC1.32e-241.00e+000.1149
384ARG2P16T-EHumanEsophagusESCC1.20e-093.12e-010.1153
384ARG2P19T-EHumanEsophagusESCC5.86e-047.38e-010.1662
384ARG2P21T-EHumanEsophagusESCC2.41e-132.50e-010.1617
384ARG2P22T-EHumanEsophagusESCC2.89e-085.06e-020.1236
Page: 1 2 3 4 5 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:007259316Oral cavityOSCCreactive oxygen species metabolic process122/7305239/187239.73e-057.34e-04122
GO:00075698Oral cavityOSCCcell aging73/7305132/187231.05e-047.75e-0473
GO:005086315Oral cavityOSCCregulation of T cell activation161/7305329/187231.44e-041.02e-03161
GO:0071887Oral cavityOSCCleukocyte apoptotic process60/7305106/187231.78e-041.21e-0360
GO:000715916Oral cavityOSCCleukocyte cell-cell adhesion178/7305371/187232.44e-041.57e-03178
GO:190303715Oral cavityOSCCregulation of leukocyte cell-cell adhesion162/7305336/187233.39e-042.08e-03162
GO:000268310Oral cavityOSCCnegative regulation of immune system process204/7305434/187233.72e-042.27e-03204
GO:004209816Oral cavityOSCCT cell proliferation100/7305199/187237.93e-044.27e-03100
GO:00071629Oral cavityOSCCnegative regulation of cell adhesion145/7305303/187239.95e-045.18e-03145
GO:00016558Oral cavityOSCCurogenital system development160/7305338/187231.03e-035.31e-03160
GO:00507774Oral cavityOSCCnegative regulation of immune response97/7305194/187231.16e-035.91e-0397
GO:00466333Oral cavityOSCCalpha-beta T cell proliferation24/730538/187232.21e-031.00e-0224
GO:00442826Oral cavityOSCCsmall molecule catabolic process174/7305376/187232.25e-031.00e-02174
GO:0070227Oral cavityOSCClymphocyte apoptotic process40/730572/187233.21e-031.38e-0240
GO:00466403Oral cavityOSCCregulation of alpha-beta T cell proliferation22/730535/187233.65e-031.51e-0222
GO:20001061Oral cavityOSCCregulation of leukocyte apoptotic process44/730581/187233.66e-031.51e-0244
GO:000680915Oral cavityOSCCnitric oxide biosynthetic process41/730576/187235.78e-032.22e-0241
GO:0046642Oral cavityOSCCnegative regulation of alpha-beta T cell proliferation10/730513/187236.32e-032.35e-0210
GO:00903983Oral cavityOSCCcellular senescence48/730593/187239.03e-033.26e-0248
Page: 1 2 3 4 5 6 7 8 9 10 11 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa051468Oral cavityOSCCAmoebiasis59/3704102/84652.78e-037.17e-033.65e-0359
hsa012305Oral cavityOSCCBiosynthesis of amino acids45/370475/84653.27e-038.23e-034.19e-0345
hsa0033010Oral cavityOSCCArginine and proline metabolism30/370450/84651.50e-023.26e-021.66e-0230
hsa0514615Oral cavityOSCCAmoebiasis59/3704102/84652.78e-037.17e-033.65e-0359
hsa0123012Oral cavityOSCCBiosynthesis of amino acids45/370475/84653.27e-038.23e-034.19e-0345
hsa0033013Oral cavityOSCCArginine and proline metabolism30/370450/84651.50e-023.26e-021.66e-0230
hsa051467ProstateBPHAmoebiasis33/1718102/84652.70e-031.05e-026.49e-0333
hsa003309ProstateBPHArginine and proline metabolism18/171850/84657.17e-032.32e-021.43e-0218
hsa0514614ProstateBPHAmoebiasis33/1718102/84652.70e-031.05e-026.49e-0333
hsa0033012ProstateBPHArginine and proline metabolism18/171850/84657.17e-032.32e-021.43e-0218
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
ARG2SNVMissense_Mutationc.890N>Cp.Val297Alap.V297AP78540protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A06T-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
ARG2SNVMissense_Mutationnovelc.14N>Cp.Gly5Alap.G5AP78540protein_codingtolerated(0.14)benign(0)TCGA-E2-A15K-06Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ARG2SNVMissense_Mutationnovelc.715N>Gp.Ile239Valp.I239VP78540protein_codingtolerated(0.51)benign(0.013)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARG2SNVMissense_Mutationc.208N>Tp.Asp70Tyrp.D70YP78540protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ARG2SNVMissense_Mutationc.661N>Tp.Asp221Tyrp.D221YP78540protein_codingdeleterious(0)probably_damaging(0.966)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
ARG2SNVMissense_Mutationnovelc.71N>Cp.His24Prop.H24PP78540protein_codingdeleterious(0.03)benign(0.014)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
ARG2SNVMissense_Mutationrs568264895c.698G>Ap.Arg233Glnp.R233QP78540protein_codingtolerated(0.41)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ARG2SNVMissense_Mutationc.251N>Tp.Asn84Ilep.N84IP78540protein_codingdeleterious(0.03)benign(0.119)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ARG2SNVMissense_Mutationnovelc.989G>Ap.Gly330Glup.G330EP78540protein_codingtolerated(0.23)benign(0.045)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ARG2SNVMissense_Mutationrs570385517c.268C>Tp.Arg90Cysp.R90CP78540protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
Page: 1 2 3 4 

Top

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
384ARG2ENZYMEDifluoromethylornithine
384ARG2ENZYMEinhibitor178101800
384ARG2ENZYMEinhibitor315661102
Page: 1