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: AIM1

Gene summary for AIM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AIM1

Gene ID

9212

Gene nameaurora kinase B
Gene AliasAIK2
Cytomap17p13.1
Gene Typeprotein-coding
GO ID

GO:0000022

UniProtAcc

Q96GD4


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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
9212AIM1HTA11_99999970781_79442HumanColorectumMSS8.29e-721.30e+000.294
9212AIM1HTA11_99999965062_69753HumanColorectumMSI-H2.60e-161.29e+000.3487
9212AIM1HTA11_99999965104_69814HumanColorectumMSS1.91e-541.92e+000.281
9212AIM1HTA11_99999971662_82457HumanColorectumMSS5.54e-316.60e-010.3859
9212AIM1HTA11_99999973899_84307HumanColorectumMSS2.78e-278.17e-010.2585
9212AIM1HTA11_99999974143_84620HumanColorectumMSS3.28e-346.47e-010.3005
9212AIM1P1T-EHumanEsophagusESCC6.81e-064.23e-010.0875
9212AIM1P2T-EHumanEsophagusESCC9.49e-192.70e-010.1177
9212AIM1P4T-EHumanEsophagusESCC4.75e-061.92e-010.1323
9212AIM1P5T-EHumanEsophagusESCC1.31e-186.51e-020.1327
9212AIM1P8T-EHumanEsophagusESCC3.82e-172.48e-010.0889
9212AIM1P9T-EHumanEsophagusESCC9.50e-098.24e-030.1131
9212AIM1P10T-EHumanEsophagusESCC9.85e-06-6.22e-020.116
9212AIM1P12T-EHumanEsophagusESCC5.63e-111.53e-010.1122
9212AIM1P15T-EHumanEsophagusESCC1.22e-082.04e-010.1149
9212AIM1P16T-EHumanEsophagusESCC2.78e-183.74e-010.1153
9212AIM1P17T-EHumanEsophagusESCC2.21e-053.09e-010.1278
9212AIM1P20T-EHumanEsophagusESCC8.07e-132.69e-010.1124
9212AIM1P21T-EHumanEsophagusESCC3.06e-398.85e-010.1617
9212AIM1P22T-EHumanEsophagusESCC3.17e-04-3.24e-020.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
AIM1SNVMissense_Mutationrs767966320c.4241N>Ap.Arg1414Glnp.R1414QQ9Y4K1protein_codingtolerated(0.21)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
AIM1SNVMissense_Mutationnovelc.5078N>Tp.Gly1693Valp.G1693VQ9Y4K1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
AIM1SNVMissense_Mutationrs753264982c.4656N>Gp.Ser1552Argp.S1552RQ9Y4K1protein_codingdeleterious(0)benign(0.062)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
AIM1SNVMissense_Mutationc.4287N>Gp.Ser1429Argp.S1429RQ9Y4K1protein_codingtolerated(0.18)possibly_damaging(0.648)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
AIM1SNVMissense_Mutationc.3798N>Cp.Met1266Ilep.M1266IQ9Y4K1protein_codingtolerated(0.74)benign(0.017)TCGA-AR-A1AK-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
AIM1SNVMissense_Mutationc.1240G>Ap.Asp414Asnp.D414NQ9Y4K1protein_codingtolerated_low_confidence(0.43)benign(0.003)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
AIM1SNVMissense_Mutationc.1562G>Cp.Gly521Alap.G521AQ9Y4K1protein_codingtolerated_low_confidence(0.15)benign(0)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
AIM1SNVMissense_Mutationc.1492N>Cp.Glu498Glnp.E498QQ9Y4K1protein_codingtolerated_low_confidence(0.05)benign(0.367)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AIM1SNVMissense_Mutationnovelc.2320N>Cp.Asp774Hisp.D774HQ9Y4K1protein_codingdeleterious(0.02)possibly_damaging(0.615)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AIM1SNVMissense_Mutationnovelc.5095C>Gp.Gln1699Glup.Q1699EQ9Y4K1protein_codingdeleterious(0)possibly_damaging(0.796)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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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