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: MAP1LC3B

Gene summary for MAP1LC3B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAP1LC3B

Gene ID

81631

Gene namemicrotubule associated protein 1 light chain 3 beta
Gene AliasATG8F
Cytomap16q24.2
Gene Typeprotein-coding
GO ID

GO:0000045

UniProtAcc

Q658J6


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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
81631MAP1LC3BGSM4909277HumanBreastPrecancer1.57e-025.35e-010.0177
81631MAP1LC3BGSM4909285HumanBreastIDC2.81e-021.23e-010.21
81631MAP1LC3BGSM4909286HumanBreastIDC1.54e-09-3.41e-010.1081
81631MAP1LC3BGSM4909287HumanBreastIDC3.81e-11-4.03e-010.2057
81631MAP1LC3BGSM4909293HumanBreastIDC4.14e-09-3.90e-010.1581
81631MAP1LC3BGSM4909294HumanBreastIDC7.01e-04-2.87e-010.2022
81631MAP1LC3BGSM4909296HumanBreastIDC3.66e-19-4.72e-010.1524
81631MAP1LC3BGSM4909297HumanBreastIDC1.21e-20-4.89e-010.1517
81631MAP1LC3BGSM4909298HumanBreastIDC1.48e-05-3.41e-010.1551
81631MAP1LC3BGSM4909301HumanBreastIDC1.82e-03-3.29e-010.1577
81631MAP1LC3BGSM4909302HumanBreastIDC3.44e-20-5.02e-010.1545
81631MAP1LC3BGSM4909304HumanBreastIDC2.14e-04-2.70e-010.1636
81631MAP1LC3BGSM4909305HumanBreastIDC4.52e-03-3.12e-010.0436
81631MAP1LC3BGSM4909306HumanBreastIDC1.25e-05-4.14e-010.1564
81631MAP1LC3BGSM4909307HumanBreastIDC1.02e-11-4.66e-010.1569
81631MAP1LC3BGSM4909308HumanBreastIDC1.00e-04-3.10e-010.158
81631MAP1LC3BGSM4909309HumanBreastIDC1.10e-12-4.24e-010.0483
81631MAP1LC3BGSM4909311HumanBreastIDC4.13e-41-6.52e-010.1534
81631MAP1LC3BGSM4909312HumanBreastIDC1.21e-26-5.84e-010.1552
81631MAP1LC3BGSM4909313HumanBreastIDC1.45e-11-4.16e-010.0391
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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
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:00004226BreastPrecancerautophagy of mitochondrion14/108081/187232.01e-043.16e-0314
GO:00617266BreastPrecancermitochondrion disassembly14/108081/187232.01e-043.16e-0314
GO:00316679BreastPrecancerresponse to nutrient levels47/1080474/187232.09e-043.27e-0347
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00714969BreastPrecancercellular response to external stimulus33/1080320/187239.01e-041.03e-0233
GO:00316688BreastPrecancercellular response to extracellular stimulus27/1080246/187231.02e-031.13e-0227
GO:00092677BreastPrecancercellular response to starvation19/1080156/187231.65e-031.67e-0219
GO:00425947BreastPrecancerresponse to starvation22/1080197/187232.30e-032.15e-0222
GO:19030085BreastPrecancerorganelle disassembly15/1080114/187232.31e-032.15e-0215
GO:00316697BreastPrecancercellular response to nutrient levels22/1080215/187236.58e-034.53e-0222
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:007149614BreastIDCcellular response to external stimulus45/1434320/187235.40e-051.15e-0345
GO:003166814BreastIDCcellular response to extracellular stimulus35/1434246/187232.79e-044.26e-0335
GO:000042212BreastIDCautophagy of mitochondrion15/143481/187231.13e-031.23e-0215
GO:006172612BreastIDCmitochondrion disassembly15/143481/187231.13e-031.23e-0215
GO:003166914BreastIDCcellular response to nutrient levels28/1434215/187234.02e-033.25e-0228
GO:190300812BreastIDCorganelle disassembly17/1434114/187235.99e-034.31e-0217
GO:007149623BreastDCIScellular response to external stimulus45/1390320/187232.55e-055.87e-0445
GO:003166723BreastDCISresponse to nutrient levels58/1390474/187231.16e-042.03e-0358
GO:003166822BreastDCIScellular response to extracellular stimulus35/1390246/187231.54e-042.59e-0335
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0516718BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0421610BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0413716BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0516719BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0421613BreastPrecancerFerroptosis11/68441/84652.95e-042.45e-031.88e-0311
hsa0413717BreastPrecancerMitophagy - animal15/68472/84655.22e-043.93e-033.01e-0315
hsa0501423BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0502223BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0516723BreastIDCKaposi sarcoma-associated herpesvirus infection38/867194/84655.87e-055.96e-044.46e-0438
hsa0421623BreastIDCFerroptosis12/86741/84655.87e-044.89e-033.66e-0312
hsa0413723BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0501433BreastIDCAmyotrophic lateral sclerosis102/867364/84651.29e-225.22e-213.91e-21102
hsa0502233BreastIDCPathways of neurodegeneration - multiple diseases116/867476/84653.63e-201.18e-188.82e-19116
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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
MAP1LC3BinsertionFrame_Shift_Insnovelc.314_315insAGp.Asp106GlufsTer17p.D106Efs*17Q9GZQ8protein_codingTCGA-EA-A44S-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinSD
MAP1LC3BSNVMissense_Mutationc.116A>Gp.Lys39Argp.K39RQ9GZQ8protein_codingtolerated(0.24)benign(0.265)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAP1LC3BSNVMissense_Mutationrs775971070c.110N>Ap.Arg37Glnp.R37QQ9GZQ8protein_codingdeleterious(0)probably_damaging(0.965)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
MAP1LC3BSNVMissense_Mutationnovelc.208N>Tp.Arg70Cysp.R70CQ9GZQ8protein_codingdeleterious(0.05)benign(0.164)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
MAP1LC3BSNVMissense_Mutationc.62G>Ap.Arg21Glnp.R21QQ9GZQ8protein_codingtolerated(0.6)benign(0.011)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MAP1LC3BSNVMissense_Mutationc.112T>Cp.Tyr38Hisp.Y38HQ9GZQ8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MAP1LC3BSNVMissense_Mutationnovelc.128N>Gp.Gln43Argp.Q43RQ9GZQ8protein_codingtolerated(0.29)possibly_damaging(0.798)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
MAP1LC3BSNVMissense_Mutationrs775971070c.110G>Ap.Arg37Glnp.R37QQ9GZQ8protein_codingdeleterious(0)probably_damaging(0.965)TCGA-44-A47A-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MAP1LC3BinsertionNonsense_Mutationnovelc.367_368insATTGACAACAAp.Leu123TyrfsTer2p.L123Yfs*2Q9GZQ8protein_codingTCGA-86-8669-01Lunglung adenocarcinomaMale<65I/IIChemotherapycisplatinCR
MAP1LC3BSNVMissense_Mutationnovelc.166N>Ap.Asp56Asnp.D56NQ9GZQ8protein_codingtolerated(0.08)probably_damaging(1)TCGA-VQ-A8P2-01Stomachstomach adenocarcinomaMale>=65III/IVUnspecificComplete Response
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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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