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: AIMP2

Gene summary for AIMP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIMP2

Gene ID

7965

Gene nameaminoacyl tRNA synthetase complex interacting multifunctional protein 2
Gene AliasHLD17
Cytomap7p22.1
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

F8W950


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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
7965AIMP2LZE2THumanEsophagusESCC3.36e-026.21e-010.082
7965AIMP2LZE4THumanEsophagusESCC8.93e-124.24e-010.0811
7965AIMP2LZE5THumanEsophagusESCC2.27e-023.41e-010.0514
7965AIMP2LZE7THumanEsophagusESCC3.09e-074.17e-010.0667
7965AIMP2LZE8THumanEsophagusESCC2.09e-031.37e-010.067
7965AIMP2LZE20THumanEsophagusESCC3.14e-061.55e-010.0662
7965AIMP2LZE22D1HumanEsophagusHGIN1.57e-021.08e-010.0595
7965AIMP2LZE22THumanEsophagusESCC3.55e-035.99e-010.068
7965AIMP2LZE24THumanEsophagusESCC3.15e-196.77e-010.0596
7965AIMP2LZE21THumanEsophagusESCC1.60e-054.92e-010.0655
7965AIMP2LZE6THumanEsophagusESCC7.57e-034.55e-010.0845
7965AIMP2P1T-EHumanEsophagusESCC7.64e-178.70e-010.0875
7965AIMP2P2T-EHumanEsophagusESCC8.24e-326.16e-010.1177
7965AIMP2P4T-EHumanEsophagusESCC8.69e-411.22e+000.1323
7965AIMP2P5T-EHumanEsophagusESCC3.41e-548.62e-010.1327
7965AIMP2P8T-EHumanEsophagusESCC2.86e-234.58e-010.0889
7965AIMP2P9T-EHumanEsophagusESCC1.92e-369.44e-010.1131
7965AIMP2P10T-EHumanEsophagusESCC8.42e-335.66e-010.116
7965AIMP2P11T-EHumanEsophagusESCC1.53e-178.37e-010.1426
7965AIMP2P12T-EHumanEsophagusESCC1.04e-589.75e-010.1122
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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
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:190332027EsophagusHGINregulation of protein modification by small protein conjugation or removal78/2587242/187231.40e-132.26e-1178
GO:003139627EsophagusHGINregulation of protein ubiquitination64/2587210/187233.02e-102.71e-0864
GO:007099727EsophagusHGINneuron death81/2587361/187235.01e-061.61e-0481
GO:190121424EsophagusHGINregulation of neuron death68/2587319/187231.46e-042.91e-0368
GO:19033228EsophagusHGINpositive regulation of protein modification by small protein conjugation or removal35/2587138/187232.11e-043.88e-0335
GO:190121625EsophagusHGINpositive regulation of neuron death27/258797/187232.16e-043.96e-0327
GO:00313987EsophagusHGINpositive regulation of protein ubiquitination28/2587119/187232.89e-032.81e-0228
GO:00604794EsophagusHGINlung cell differentiation9/258724/187233.33e-033.12e-029
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:1901214111EsophagusESCCregulation of neuron death186/8552319/187233.35e-063.73e-05186
GO:00303239EsophagusESCCrespiratory tube development112/8552181/187237.82e-067.69e-05112
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00303249EsophagusESCClung development109/8552177/187231.40e-051.27e-04109
GO:1901216111EsophagusESCCpositive regulation of neuron death65/855297/187231.76e-051.56e-0465
GO:00604284EsophagusESCClung epithelium development27/855237/187237.00e-043.66e-0327
GO:006047913EsophagusESCClung cell differentiation18/855224/187233.43e-031.41e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
AIMP2SNVMissense_Mutationnovelc.170C>Tp.Ser57Phep.S57FQ13155protein_codingtolerated(0.11)benign(0.307)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AIMP2SNVMissense_Mutationnovelc.392C>Tp.Pro131Leup.P131LQ13155protein_codingdeleterious(0.01)probably_damaging(0.938)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AIMP2SNVMissense_Mutationrs368275022c.154N>Gp.Leu52Valp.L52VQ13155protein_codingtolerated(0.55)benign(0.056)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
AIMP2SNVMissense_Mutationc.241C>Gp.Gln81Glup.Q81EQ13155protein_codingtolerated(0.13)benign(0.073)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
AIMP2SNVMissense_Mutationrs368275022c.154C>Gp.Leu52Valp.L52VQ13155protein_codingtolerated(0.55)benign(0.056)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
AIMP2SNVMissense_Mutationrs764368950c.365N>Cp.Ile122Thrp.I122TQ13155protein_codingdeleterious(0)possibly_damaging(0.858)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AIMP2SNVMissense_Mutationrs75895975c.461N>Tp.Thr154Metp.T154MQ13155protein_codingtolerated(0.14)benign(0.237)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AIMP2SNVMissense_Mutationrs764843355c.457N>Tp.His153Tyrp.H153YQ13155protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
AIMP2SNVMissense_Mutationrs747974072c.383N>Tp.Pro128Leup.P128LQ13155protein_codingdeleterious(0)probably_damaging(1)TCGA-DM-A1HA-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
AIMP2SNVMissense_Mutationc.542N>Tp.Tyr181Phep.Y181FQ13155protein_codingtolerated(0.53)benign(0.006)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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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