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: XKR6

Gene summary for XKR6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

XKR6

Gene ID

286046

Gene nameXK related 6
Gene AliasC8orf21
Cytomap8p23.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q5GH73


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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
286046XKR6CCI_1HumanCervixCC3.26e-118.41e-010.528
286046XKR6CCI_2HumanCervixCC1.07e-077.68e-010.5249
286046XKR6CCI_3HumanCervixCC4.28e-187.93e-010.516
286046XKR6HTA11_3410_2000001011HumanColorectumAD2.83e-17-6.05e-010.0155
286046XKR6HTA11_1938_2000001011HumanColorectumAD3.55e-02-3.71e-01-0.0811
286046XKR6HTA11_78_2000001011HumanColorectumAD7.77e-07-5.68e-01-0.1088
286046XKR6HTA11_83_2000001011HumanColorectumSER2.11e-04-6.12e-01-0.1526
286046XKR6HTA11_866_2000001011HumanColorectumAD1.45e-04-3.77e-01-0.1001
286046XKR6HTA11_1391_2000001011HumanColorectumAD1.73e-18-7.06e-01-0.059
286046XKR6HTA11_546_2000001011HumanColorectumAD6.10e-06-6.51e-01-0.0842
286046XKR6HTA11_7862_2000001011HumanColorectumAD3.36e-04-5.15e-01-0.0179
286046XKR6HTA11_866_3004761011HumanColorectumAD4.23e-15-6.49e-010.096
286046XKR6HTA11_8622_2000001021HumanColorectumSER3.47e-03-5.36e-010.0528
286046XKR6HTA11_10623_2000001011HumanColorectumAD2.03e-02-6.16e-01-0.0177
286046XKR6HTA11_10711_2000001011HumanColorectumAD5.68e-07-6.10e-010.0338
286046XKR6HTA11_7696_3000711011HumanColorectumAD2.71e-05-4.65e-010.0674
286046XKR6HTA11_6818_2000001011HumanColorectumAD4.75e-02-6.02e-010.0112
286046XKR6HTA11_6818_2000001021HumanColorectumAD2.20e-11-7.62e-010.0588
286046XKR6HTA11_99999970781_79442HumanColorectumMSS1.97e-29-7.49e-010.294
286046XKR6HTA11_99999965104_69814HumanColorectumMSS2.35e-02-5.14e-010.281
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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
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
∗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:0006909CervixCCphagocytosis53/2311308/187237.49e-034.01e-0253
GO:00070092CervixCCplasma membrane organization28/2311142/187237.85e-034.14e-0228
GO:00103243CervixCCmembrane invagination28/2311144/187239.50e-034.72e-0228
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:0015748ColorectumADorganophosphate ester transport42/3918140/187237.04e-034.31e-0242
GO:0007009ColorectumSERplasma membrane organization36/2897142/187231.50e-031.62e-0236
GO:00108761ColorectumMSSlipid localization104/3467448/187236.76e-034.38e-02104
GO:00068691ColorectumFAPlipid transport81/2622398/187232.84e-043.76e-0381
GO:00108762ColorectumFAPlipid localization85/2622448/187231.92e-031.63e-0285
GO:0015914ColorectumFAPphospholipid transport23/262296/187236.09e-033.82e-0223
GO:00070091ColorectumFAPplasma membrane organization31/2622142/187237.20e-034.38e-0231
GO:00068692ColorectumCRClipid transport63/2078398/187232.36e-032.26e-0263
GO:00108763ColorectumCRClipid localization68/2078448/187234.60e-033.58e-0268
GO:00159142LungIACphospholipid transport20/206196/187233.58e-033.00e-0220
GO:00157482LungIACorganophosphate ester transport26/2061140/187235.22e-033.97e-0226
GO:001591411LungAISphospholipid transport18/184996/187235.64e-034.76e-0218
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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
XKR6SNVMissense_Mutationc.872N>Ap.Arg291Hisp.R291HQ5GH73protein_codingtolerated(0.28)probably_damaging(0.998)TCGA-AC-A3W5-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
XKR6SNVMissense_Mutationc.840N>Ap.Met280Ilep.M280IQ5GH73protein_codingdeleterious(0.01)probably_damaging(0.968)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
XKR6SNVMissense_Mutationc.1739C>Ap.Pro580Glnp.P580QQ5GH73protein_codingtolerated(0.09)probably_damaging(0.996)TCGA-E9-A295-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
XKR6SNVMissense_Mutationnovelc.1309N>Tp.Arg437Trpp.R437WQ5GH73protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E9-A3X8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphaneCR
XKR6SNVMissense_Mutationc.1722G>Tp.Leu574Phep.L574FQ5GH73protein_codingtolerated(0.64)benign(0.063)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
XKR6SNVMissense_Mutationc.1841N>Gp.Gln614Argp.Q614RQ5GH73protein_codingdeleterious(0)possibly_damaging(0.628)TCGA-PL-A8LZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelSD
XKR6deletionFrame_Shift_Delnovelc.1470delNp.Met490IlefsTer58p.M490Ifs*58Q5GH73protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
XKR6SNVMissense_Mutationnovelc.1093N>Ap.Leu365Ilep.L365IQ5GH73protein_codingdeleterious(0.01)benign(0.433)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
XKR6SNVMissense_Mutationnovelc.1912N>Cp.Glu638Glnp.E638QQ5GH73protein_codingdeleterious(0)probably_damaging(0.979)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
XKR6SNVMissense_Mutationrs374654242c.805N>Tp.Arg269Trpp.R269WQ5GH73protein_codingdeleterious(0.02)possibly_damaging(0.745)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=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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