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: ATF5

Gene summary for ATF5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATF5

Gene ID

22809

Gene nameactivating transcription factor 5
Gene AliasATFX
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A0A024QZG3


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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
22809ATF5HTA11_1938_2000001011HumanColorectumAD1.02e-104.03e-01-0.0811
22809ATF5HTA11_347_2000001011HumanColorectumAD1.26e-082.71e-01-0.1954
22809ATF5HTA11_411_2000001011HumanColorectumSER4.58e-034.77e-01-0.2602
22809ATF5HTA11_3361_2000001011HumanColorectumAD3.06e-022.39e-01-0.1207
22809ATF5HTA11_696_2000001011HumanColorectumAD1.54e-122.88e-01-0.1464
22809ATF5HTA11_866_2000001011HumanColorectumAD1.97e-062.04e-01-0.1001
22809ATF5HTA11_1391_2000001011HumanColorectumAD1.54e-114.08e-01-0.059
22809ATF5HTA11_2992_2000001011HumanColorectumSER4.94e-022.82e-01-0.1706
22809ATF5HTA11_546_2000001011HumanColorectumAD1.92e-053.04e-01-0.0842
22809ATF5HTA11_7862_2000001011HumanColorectumAD5.85e-032.59e-01-0.0179
22809ATF5HTA11_866_3004761011HumanColorectumAD5.57e-093.12e-010.096
22809ATF5HTA11_7696_3000711011HumanColorectumAD8.47e-224.87e-010.0674
22809ATF5HTA11_6818_2000001021HumanColorectumAD1.41e-053.16e-010.0588
22809ATF5HTA11_99999970781_79442HumanColorectumMSS4.43e-051.55e-010.294
22809ATF5HTA11_99999965104_69814HumanColorectumMSS2.77e-021.85e-010.281
22809ATF5HTA11_99999971662_82457HumanColorectumMSS3.70e-052.40e-010.3859
22809ATF5HTA11_99999974143_84620HumanColorectumMSS1.49e-082.68e-010.3005
22809ATF5LZE7THumanEsophagusESCC9.45e-086.94e-010.0667
22809ATF5LZE24THumanEsophagusESCC1.75e-095.55e-010.0596
22809ATF5P1T-EHumanEsophagusESCC1.53e-139.25e-010.0875
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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
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:0007623ColorectumADcircadian rhythm72/3918210/187234.50e-061.21e-0472
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0009791ColorectumADpost-embryonic development29/391880/187231.13e-031.03e-0229
GO:0046605ColorectumADregulation of centrosome cycle18/391849/187237.93e-034.73e-0218
GO:00076231ColorectumSERcircadian rhythm54/2897210/187237.98e-051.77e-0354
GO:00466051ColorectumSERregulation of centrosome cycle17/289749/187237.17e-049.44e-0317
GO:00485111ColorectumSERrhythmic process65/2897298/187232.18e-032.11e-0265
GO:0045444ColorectumSERfat cell differentiation51/2897229/187233.96e-033.26e-0251
GO:00097911ColorectumSERpost-embryonic development22/289780/187234.12e-033.36e-0222
GO:00076232ColorectumMSScircadian rhythm69/3467210/187234.22e-071.67e-0569
GO:00485112ColorectumMSSrhythmic process89/3467298/187231.17e-063.96e-0589
GO:00097912ColorectumMSSpost-embryonic development26/346780/187231.91e-031.66e-0226
GO:0035264ColorectumMSSmulticellular organism growth37/3467132/187234.77e-033.34e-0237
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
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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
ATF5STMCervixHSIL_HPVCHP2,MMP12,IL7R, etc.2.43e-01The 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.
ATF5ICAFCervixCCSPP1,IL4I1,NUPR1, etc.2.06e-01The 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.
ATF5M2MACEndometriumEECIL4I1,ROCK2,FSCN1, etc.2.98e-01The 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.
ATF5M2MACEndometriumHealthyIL4I1,ROCK2,FSCN1, etc.3.86e-01The 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.
ATF5PROEsophagusADJRNF187,ARHGEF2,KCNG1, etc.8.69e-02The 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.
ATF5GCEsophagusADJZFP2,TIAF1,LINC00460, etc.4.01e-01The 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.
ATF5GCEsophagusESCCZFP2,TIAF1,LINC00460, etc.3.32e-01The 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.
ATF5HEPLiverNAFLDANGPTL8,INHBE,ITIH3, etc.7.95e-01The 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.
ATF5KUPLiverCirrhoticKLRF1,IL4I1,CSTB, etc.2.10e-01The 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.
ATF5DCLiverCirrhoticKLRF1,IL4I1,CSTB, etc.1.53e-01The 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.
∗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
ATF5SNVMissense_Mutationc.805A>Cp.Ile269Leup.I269LQ9Y2D1protein_codingdeleterious(0.05)probably_damaging(0.928)TCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ATF5SNVMissense_Mutationnovelc.256N>Tp.Gly86Cysp.G86CQ9Y2D1protein_codingtolerated(0.06)probably_damaging(0.925)TCGA-BH-A0B4-01Breastbreast invasive carcinomaMale>=65III/IVHormone TherapytamoxiphenSD
ATF5SNVMissense_Mutationnovelc.780N>Cp.Glu260Aspp.E260DQ9Y2D1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C8-A3M8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
ATF5SNVMissense_Mutationrs755997792c.838C>Tp.Arg280Cysp.R280CQ9Y2D1protein_codingdeleterious(0)probably_damaging(0.976)TCGA-E2-A15K-06Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ATF5SNVMissense_Mutationrs756468104c.676N>Tp.Arg226Cysp.R226CQ9Y2D1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATF5SNVMissense_Mutationc.577N>Gp.Gln193Glup.Q193EQ9Y2D1protein_codingtolerated(1)benign(0.001)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATF5SNVMissense_Mutationc.281C>Ap.Thr94Asnp.T94NQ9Y2D1protein_codingtolerated(0.26)benign(0.005)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ATF5SNVMissense_Mutationc.711G>Tp.Glu237Aspp.E237DQ9Y2D1protein_codingtolerated(0.31)benign(0.066)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
ATF5SNVMissense_Mutationnovelc.392N>Tp.Pro131Leup.P131LQ9Y2D1protein_codingtolerated(0.42)benign(0)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ATF5SNVMissense_Mutationrs745985003c.73G>Ap.Val25Ilep.V25IQ9Y2D1protein_codingtolerated(0.48)benign(0.042)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<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
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