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: ALKBH4

Gene summary for ALKBH4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALKBH4

Gene ID

54784

Gene namealkB homolog 4, lysine demethylase
Gene AliasABH4
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0000910

UniProtAcc

Q9NXW9


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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
54784ALKBH4LZE4THumanEsophagusESCC2.31e-021.88e-010.0811
54784ALKBH4LZE7THumanEsophagusESCC7.06e-052.34e-010.0667
54784ALKBH4LZE24THumanEsophagusESCC1.74e-102.70e-010.0596
54784ALKBH4P1T-EHumanEsophagusESCC9.55e-031.89e-010.0875
54784ALKBH4P2T-EHumanEsophagusESCC5.65e-558.37e-010.1177
54784ALKBH4P4T-EHumanEsophagusESCC1.84e-245.55e-010.1323
54784ALKBH4P5T-EHumanEsophagusESCC6.56e-152.61e-010.1327
54784ALKBH4P8T-EHumanEsophagusESCC9.35e-101.92e-010.0889
54784ALKBH4P9T-EHumanEsophagusESCC3.84e-072.19e-010.1131
54784ALKBH4P10T-EHumanEsophagusESCC7.34e-274.92e-010.116
54784ALKBH4P11T-EHumanEsophagusESCC1.12e-114.26e-010.1426
54784ALKBH4P12T-EHumanEsophagusESCC1.06e-416.32e-010.1122
54784ALKBH4P15T-EHumanEsophagusESCC2.90e-296.22e-010.1149
54784ALKBH4P16T-EHumanEsophagusESCC1.05e-386.01e-010.1153
54784ALKBH4P17T-EHumanEsophagusESCC7.33e-104.81e-010.1278
54784ALKBH4P19T-EHumanEsophagusESCC1.17e-022.99e-010.1662
54784ALKBH4P20T-EHumanEsophagusESCC1.50e-336.69e-010.1124
54784ALKBH4P21T-EHumanEsophagusESCC1.25e-264.92e-010.1617
54784ALKBH4P22T-EHumanEsophagusESCC5.00e-172.80e-010.1236
54784ALKBH4P23T-EHumanEsophagusESCC2.53e-275.89e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003250614EsophagusESCCcytokinetic process35/855239/187239.38e-091.90e-0735
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:006164015EsophagusESCCcytoskeleton-dependent cytokinesis72/8552100/187238.10e-081.39e-0672
GO:00064824EsophagusESCCprotein demethylation24/855233/187231.50e-037.06e-0324
GO:00082144EsophagusESCCprotein dealkylation24/855233/187231.50e-037.06e-0324
GO:003103219EsophagusESCCactomyosin structure organization108/8552196/187234.86e-031.88e-02108
GO:0006304EsophagusESCCDNA modification68/8552120/187239.95e-033.42e-0268
GO:19022751EsophagusESCCregulation of chromatin organization22/855233/187231.22e-024.08e-0222
GO:003103212LiverCirrhoticactomyosin structure organization74/4634196/187233.39e-054.17e-0474
GO:00325063LiverCirrhoticcytokinetic process21/463439/187239.13e-059.74e-0421
GO:00009105LiverCirrhoticcytokinesis62/4634173/187237.13e-045.33e-0362
GO:00616402LiverCirrhoticcytoskeleton-dependent cytokinesis38/4634100/187232.22e-031.35e-0238
GO:0070989LiverCirrhoticoxidative demethylation10/463419/187238.23e-033.83e-0210
GO:003250611LiverHCCcytokinetic process32/795839/187234.73e-077.69e-0632
GO:000091011LiverHCCcytokinesis100/7958173/187233.38e-053.39e-04100
GO:003103222LiverHCCactomyosin structure organization109/7958196/187231.39e-041.13e-03109
GO:006164011LiverHCCcytoskeleton-dependent cytokinesis60/7958100/187233.09e-042.20e-0360
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:00325065Oral cavityOSCCcytokinetic process33/730539/187235.91e-091.26e-0733
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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
∗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
ALKBH4deletionFrame_Shift_Delnovelc.250delNp.Glu84LysfsTer37p.E84Kfs*37Q9NXW9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ALKBH4SNVMissense_Mutationrs372354272c.620C>Tp.Pro207Leup.P207LQ9NXW9protein_codingtolerated(0.1)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ALKBH4SNVMissense_Mutationrs544736620c.16N>Ap.Ala6Thrp.A6TQ9NXW9protein_codingtolerated_low_confidence(0.15)benign(0.001)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
ALKBH4SNVMissense_Mutationc.590C>Tp.Ala197Valp.A197VQ9NXW9protein_codingtolerated(0.07)benign(0.18)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ALKBH4SNVMissense_Mutationc.170N>Ap.Gly57Aspp.G57DQ9NXW9protein_codingtolerated(0.09)benign(0.163)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
ALKBH4SNVMissense_Mutationc.518N>Tp.Ala173Valp.A173VQ9NXW9protein_codingtolerated(0.59)benign(0.013)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
ALKBH4SNVMissense_Mutationrs377627772c.134G>Ap.Arg45Hisp.R45HQ9NXW9protein_codingtolerated(0.34)benign(0)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ALKBH4SNVMissense_Mutationc.354N>Cp.Gln118Hisp.Q118HQ9NXW9protein_codingdeleterious(0.02)benign(0.019)TCGA-AJ-A2QM-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
ALKBH4SNVMissense_Mutationrs371943941c.880G>Ap.Ala294Thrp.A294TQ9NXW9protein_codingdeleterious(0)possibly_damaging(0.677)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ALKBH4SNVMissense_Mutationnovelc.902N>Tp.Pro301Leup.P301LQ9NXW9protein_codingdeleterious(0)possibly_damaging(0.696)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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