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: AMBRA1

Gene summary for AMBRA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AMBRA1

Gene ID

55626

Gene nameautophagy and beclin 1 regulator 1
Gene AliasDCAF3
Cytomap11p11.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q9C0C7


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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
55626AMBRA1CCI_1HumanCervixCC6.89e-106.65e-010.528
55626AMBRA1CCI_2HumanCervixCC2.16e-221.39e+000.5249
55626AMBRA1CCI_3HumanCervixCC9.69e-189.62e-010.516
55626AMBRA1HTA11_3410_2000001011HumanColorectumAD2.21e-15-5.85e-010.0155
55626AMBRA1HTA11_7862_2000001011HumanColorectumAD1.09e-02-4.36e-01-0.0179
55626AMBRA1HTA11_866_3004761011HumanColorectumAD1.61e-04-3.60e-010.096
55626AMBRA1HTA11_10711_2000001011HumanColorectumAD7.80e-03-4.04e-010.0338
55626AMBRA1HTA11_99999970781_79442HumanColorectumMSS3.77e-11-4.94e-010.294
55626AMBRA1HTA11_99999965104_69814HumanColorectumMSS1.91e-181.01e+000.281
55626AMBRA1HTA11_99999974143_84620HumanColorectumMSS6.41e-13-4.86e-010.3005
55626AMBRA1F007HumanColorectumFAP1.21e-02-3.65e-010.1176
55626AMBRA1A015-C-203HumanColorectumFAP9.92e-35-3.50e-01-0.1294
55626AMBRA1A015-C-204HumanColorectumFAP5.10e-05-3.42e-01-0.0228
55626AMBRA1A014-C-040HumanColorectumFAP8.90e-04-3.71e-01-0.1184
55626AMBRA1A002-C-201HumanColorectumFAP1.05e-12-3.63e-010.0324
55626AMBRA1A002-C-203HumanColorectumFAP9.46e-05-3.02e-020.2786
55626AMBRA1A001-C-119HumanColorectumFAP1.73e-078.26e-02-0.1557
55626AMBRA1A001-C-108HumanColorectumFAP2.59e-18-1.87e-01-0.0272
55626AMBRA1A002-C-205HumanColorectumFAP2.17e-22-3.00e-01-0.1236
55626AMBRA1A001-C-104HumanColorectumFAP3.36e-08-2.23e-010.0184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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
∗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:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00162367CervixCCmacroautophagy58/2311291/187231.40e-041.70e-0358
GO:00004227CervixCCautophagy of mitochondrion21/231181/187236.47e-046.02e-0321
GO:00617267CervixCCmitochondrion disassembly21/231181/187236.47e-046.02e-0321
GO:00000452CervixCCautophagosome assembly21/231199/187238.67e-034.46e-0221
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:1903008ColorectumADorganelle disassembly46/3918114/187231.81e-065.48e-0546
GO:0000422ColorectumADautophagy of mitochondrion35/391881/187234.94e-061.29e-0435
GO:0061726ColorectumADmitochondrion disassembly35/391881/187234.94e-061.29e-0435
GO:0061912ColorectumADselective autophagy29/391868/187234.20e-057.39e-0429
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0000423ColorectumADmitophagy14/391828/187236.01e-046.33e-0314
GO:0007033ColorectumADvacuole organization53/3918180/187234.18e-032.89e-0253
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00004222ColorectumMSSautophagy of mitochondrion33/346781/187232.70e-068.13e-0533
GO:00617262ColorectumMSSmitochondrion disassembly33/346781/187232.70e-068.13e-0533
GO:19030082ColorectumMSSorganelle disassembly42/3467114/187232.98e-068.91e-0542
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501618CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0501418CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0413718CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0501716CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501619CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0501419CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0413719CervixCCMitophagy - animal22/126772/84655.77e-042.75e-031.63e-0322
hsa0501717CervixCCSpinocerebellar ataxia35/1267143/84651.77e-037.21e-034.26e-0335
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa050104ColorectumMSSAlzheimer disease169/1875384/84651.21e-221.01e-206.21e-21169
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
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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
AMBRA1SNVMissense_Mutationc.3511G>Cp.Ala1171Prop.A1171PQ9C0C7protein_codingdeleterious_low_confidence(0.01)benign(0.191)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AMBRA1SNVMissense_Mutationc.3088N>Tp.Leu1030Phep.L1030FQ9C0C7protein_codingdeleterious_low_confidence(0)probably_damaging(0.997)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
AMBRA1SNVMissense_Mutationc.3428C>Ap.Thr1143Asnp.T1143NQ9C0C7protein_codingtolerated_low_confidence(0.22)benign(0.25)TCGA-AR-A1AH-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPD
AMBRA1SNVMissense_Mutationnovelc.1648A>Cp.Thr550Prop.T550PQ9C0C7protein_codingtolerated_low_confidence(0.12)benign(0.003)TCGA-BH-A0WA-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AMBRA1insertionNonsense_Mutationnovelc.1877_1878insAGAGATAGGATAGGp.Pro627GlufsTer4p.P627Efs*4Q9C0C7protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AMBRA1insertionIn_Frame_Insnovelc.1876_1877insATCTTGCTCTGGTGGp.Thr626delinsAsnLeuAlaLeuValAlap.T626delinsNLALVAQ9C0C7protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AMBRA1deletionFrame_Shift_Delc.3585delNp.Ile1196PhefsTer17p.I1196Ffs*17Q9C0C7protein_codingTCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
AMBRA1insertionNonsense_Mutationnovelc.2822_2823insCTAAGCCTAGCCTGCTCAGGCTGCTCTTGGAGCTGp.Met941IlefsTer2p.M941Ifs*2Q9C0C7protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
AMBRA1insertionFrame_Shift_Insnovelc.1861_1862insATATATGTATp.Arg621HisfsTer6p.R621Hfs*6Q9C0C7protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AMBRA1insertionFrame_Shift_Insnovelc.1860_1861insAAAAAAAAATAp.Arg621LysfsTer18p.R621Kfs*18Q9C0C7protein_codingTCGA-A8-A09X-01Breastbreast invasive carcinomaFemale<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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