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: ALKBH7

Gene summary for ALKBH7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ALKBH7

Gene ID

84266

Gene namealkB homolog 7
Gene AliasABH7
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9BT30


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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
84266ALKBH7CA_HPV_1HumanCervixCC1.31e-07-3.82e-010.0264
84266ALKBH7CA_HPV_2HumanCervixCC9.02e-04-3.08e-010.0391
84266ALKBH7CA_HPV_3HumanCervixCC2.73e-028.79e-020.0414
84266ALKBH7N_HPV_2HumanCervixN_HPV1.20e-02-3.27e-02-0.0131
84266ALKBH7CCI_1HumanCervixCC3.04e-11-6.67e-010.528
84266ALKBH7CCI_2HumanCervixCC8.67e-08-6.45e-010.5249
84266ALKBH7CCI_3HumanCervixCC6.03e-15-6.67e-010.516
84266ALKBH7CCII_1HumanCervixCC1.35e-20-6.67e-010.3249
84266ALKBH7TumorHumanCervixCC1.30e-03-3.48e-010.1241
84266ALKBH7sample3HumanCervixCC9.98e-06-3.65e-010.1387
84266ALKBH7H2HumanCervixHSIL_HPV8.16e-04-3.40e-010.0632
84266ALKBH7L1HumanCervixCC3.83e-07-4.01e-010.0802
84266ALKBH7T3HumanCervixCC9.85e-11-3.78e-010.1389
84266ALKBH7HTA11_3410_2000001011HumanColorectumAD5.28e-154.07e-010.0155
84266ALKBH7HTA11_2487_2000001011HumanColorectumSER2.29e-359.10e-01-0.1808
84266ALKBH7HTA11_2951_2000001011HumanColorectumAD1.86e-064.65e-010.0216
84266ALKBH7HTA11_1938_2000001011HumanColorectumAD8.37e-226.58e-01-0.0811
84266ALKBH7HTA11_78_2000001011HumanColorectumAD6.55e-052.62e-01-0.1088
84266ALKBH7HTA11_347_2000001011HumanColorectumAD1.30e-498.74e-01-0.1954
84266ALKBH7HTA11_411_2000001011HumanColorectumSER3.66e-141.24e+00-0.2602
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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
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
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
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:00512359CervixCCmaintenance of location78/2311327/187235.18e-094.92e-0778
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:00070067CervixCCmitochondrial membrane organization28/2311116/187233.28e-043.47e-0328
GO:00108834CervixCCregulation of lipid storage15/231157/187233.13e-032.05e-0215
GO:000683914CervixHSIL_HPVmitochondrial transport22/737254/187234.72e-046.90e-0322
GO:005123514CervixHSIL_HPVmaintenance of location26/737327/187235.67e-048.04e-0326
GO:005123524CervixN_HPVmaintenance of location33/534327/187233.40e-102.21e-0733
GO:000683924CervixN_HPVmitochondrial transport22/534254/187234.05e-061.60e-0422
GO:000700614CervixN_HPVmitochondrial membrane organization9/534116/187236.00e-034.17e-029
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:0007006ColorectumADmitochondrial membrane organization48/3918116/187234.53e-071.72e-0548
GO:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:0090559ColorectumADregulation of membrane permeability31/391878/187231.16e-041.72e-0331
GO:0046902ColorectumADregulation of mitochondrial membrane permeability24/391863/187231.34e-031.17e-0224
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:00068391ColorectumSERmitochondrial transport87/2897254/187237.91e-143.03e-1187
GO:00070061ColorectumSERmitochondrial membrane organization38/2897116/187232.66e-061.10e-0438
GO:00469021ColorectumSERregulation of mitochondrial membrane permeability20/289763/187239.29e-041.12e-0220
GO:00905591ColorectumSERregulation of membrane permeability23/289778/187231.25e-031.41e-0223
GO:00066311ColorectumSERfatty acid metabolic process79/2897390/187236.34e-034.56e-0279
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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
ALKBH7SNVMissense_Mutationnovelc.218N>Cp.Phe73Serp.F73SQ9BT30protein_codingdeleterious(0)probably_damaging(0.912)TCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ALKBH7SNVMissense_Mutationc.429G>Ap.Met143Ilep.M143IQ9BT30protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AR-A0U3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ALKBH7SNVMissense_Mutationnovelc.367N>Tp.Asp123Tyrp.D123YQ9BT30protein_codingdeleterious(0)probably_damaging(1)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ALKBH7SNVMissense_Mutationrs756913702c.607N>Tp.Arg203Cysp.R203CQ9BT30protein_codingdeleterious(0)probably_damaging(0.999)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ALKBH7insertionNonsense_Mutationnovelc.365_366insTCTTCTGCACTGTAACTGCTAGCAGCp.Asp123LeufsTer7p.D123Lfs*7Q9BT30protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ALKBH7SNVMissense_Mutationrs755922067c.590N>Ap.Arg197Hisp.R197HQ9BT30protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ALKBH7SNVMissense_Mutationrs147538989c.586N>Tp.Arg196Trpp.R196WQ9BT30protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A5OC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycisplatinSD
ALKBH7SNVMissense_Mutationnovelc.364N>Ap.Val122Metp.V122MQ9BT30protein_codingdeleterious(0)probably_damaging(0.979)TCGA-E6-A2P8-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownPD
ALKBH7SNVMissense_Mutationrs199888358c.271N>Tp.Arg91Cysp.R91CQ9BT30protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EY-A1H0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolSD
ALKBH7SNVMissense_Mutationc.496N>Cp.Ile166Leup.I166LQ9BT30protein_codingdeleterious(0.01)probably_damaging(0.947)TCGA-BC-A69H-01Liverliver hepatocellular carcinomaMale<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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