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: ATIC

Gene summary for ATIC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATIC

Gene ID

471

Gene name5-aminoimidazole-4-carboxamide ribonucleotide formyltransferase/IMP cyclohydrolase
Gene AliasAICAR
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0003360

UniProtAcc

P31939


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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
471ATICHTA11_1391_2000001011HumanColorectumAD3.70e-054.05e-01-0.059
471ATICHTA11_7696_3000711011HumanColorectumAD9.80e-033.39e-010.0674
471ATICHTA11_99999970781_79442HumanColorectumMSS1.13e-054.89e-010.294
471ATICHTA11_99999965062_69753HumanColorectumMSI-H4.05e-041.01e+000.3487
471ATICHTA11_99999971662_82457HumanColorectumMSS2.10e-106.50e-010.3859
471ATICA015-C-203HumanColorectumFAP2.10e-08-1.53e-01-0.1294
471ATICA001-C-108HumanColorectumFAP2.52e-02-5.31e-02-0.0272
471ATICA002-C-205HumanColorectumFAP4.96e-02-9.22e-02-0.1236
471ATICA015-C-104HumanColorectumFAP1.53e-06-3.15e-02-0.1899
471ATICA002-C-116HumanColorectumFAP1.68e-04-3.76e-02-0.0452
471ATICCRC-1-8810HumanColorectumCRC9.03e-033.33e-010.6257
471ATICLZE4THumanEsophagusESCC1.47e-063.67e-010.0811
471ATICLZE8THumanEsophagusESCC3.56e-042.96e-010.067
471ATICLZE24THumanEsophagusESCC2.53e-094.30e-010.0596
471ATICLZE6THumanEsophagusESCC8.91e-055.15e-010.0845
471ATICP1T-EHumanEsophagusESCC1.89e-023.48e-010.0875
471ATICP2T-EHumanEsophagusESCC2.71e-317.08e-010.1177
471ATICP4T-EHumanEsophagusESCC9.17e-094.87e-010.1323
471ATICP5T-EHumanEsophagusESCC9.39e-205.71e-010.1327
471ATICP8T-EHumanEsophagusESCC4.10e-184.31e-010.0889
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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
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:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0009152ColorectumADpurine ribonucleotide biosynthetic process64/3918169/187233.09e-071.22e-0564
GO:0009260ColorectumADribonucleotide biosynthetic process66/3918182/187231.25e-064.02e-0566
GO:0046390ColorectumADribose phosphate biosynthetic process67/3918190/187233.21e-069.05e-0567
GO:0006164ColorectumADpurine nucleotide biosynthetic process66/3918191/187238.22e-061.97e-0466
GO:0072522ColorectumADpurine-containing compound biosynthetic process68/3918200/187231.12e-052.55e-0468
GO:1901293ColorectumADnucleoside phosphate biosynthetic process80/3918256/187236.31e-051.05e-0380
GO:0009165ColorectumADnucleotide biosynthetic process79/3918254/187238.33e-051.30e-0379
GO:0098760ColorectumADresponse to interleukin-710/391815/187231.68e-042.29e-0310
GO:0098761ColorectumADcellular response to interleukin-710/391815/187231.68e-042.29e-0310
GO:0006575ColorectumADcellular modified amino acid metabolic process59/3918188/187234.80e-045.27e-0359
GO:0009126ColorectumADpurine nucleoside monophosphate metabolic process19/391844/187237.13e-047.21e-0319
GO:0043648ColorectumADdicarboxylic acid metabolic process34/391896/187237.22e-047.28e-0334
GO:0009167ColorectumADpurine ribonucleoside monophosphate metabolic process18/391841/187237.71e-047.73e-0318
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa015232EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa0152311EsophagusESCCAntifolate resistance22/420530/84657.23e-031.76e-028.99e-0322
hsa006702LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa01523LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
hsa0067011LiverHCCOne carbon pool by folate17/402020/84656.04e-042.50e-031.39e-0317
hsa015231LiverHCCAntifolate resistance21/402030/84651.06e-022.71e-021.51e-0221
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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
ATICSNVMissense_Mutationc.52N>Ap.Val18Metp.V18MP31939protein_codingdeleterious(0.01)benign(0.425)TCGA-AN-A0XS-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATICinsertionFrame_Shift_Insnovelc.708dupAp.Phe237IlefsTer45p.F237Ifs*45P31939protein_codingTCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ATICSNVMissense_Mutationrs150438200c.784G>Ap.Ala262Thrp.A262TP31939protein_codingdeleterious(0)probably_damaging(0.983)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATICSNVMissense_Mutationnovelc.1027G>Ap.Ala343Thrp.A343TP31939protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATICSNVMissense_Mutationnovelc.1405C>Tp.His469Tyrp.H469YP31939protein_codingdeleterious(0.03)possibly_damaging(0.663)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ATICSNVMissense_Mutationnovelc.1608C>Gp.Ile536Metp.I536MP31939protein_codingtolerated(0.05)benign(0.007)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATICSNVMissense_Mutationnovelc.1579N>Cp.Trp527Argp.W527RP31939protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
ATICSNVMissense_Mutationrs766526084c.515N>Ap.Arg172Hisp.R172HP31939protein_codingdeleterious(0)possibly_damaging(0.582)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATICSNVMissense_Mutationc.1385N>Tp.Ala462Valp.A462VP31939protein_codingtolerated(0.18)benign(0.139)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
ATICSNVMissense_Mutationc.403N>Ap.Ala135Thrp.A135TP31939protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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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
471ATICENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEFOLIC ACID9679969
471ATICENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEMETHOTREXATEMETHOTREXATE3860829
471ATICENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEPEMETREXEDPEMETREXED24256410
471ATICENZYME, DRUGGABLE GENOME, CLINICALLY ACTIONABLEmethotrexateMETHOTREXATE27885916,18322994,27217051,26799664,25084201,27676277,29520081,16947783,20847201,15457444
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