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: DPH6

Gene summary for DPH6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPH6

Gene ID

89978

Gene namediphthamine biosynthesis 6
Gene AliasATPBD4
Cytomap15q14
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

Q7L8W6


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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
89978DPH6CCI_1HumanCervixCC9.59e-086.78e-010.528
89978DPH6CCI_3HumanCervixCC1.94e-025.15e-010.516
89978DPH6HTA11_3410_2000001011HumanColorectumAD1.70e-20-7.43e-010.0155
89978DPH6HTA11_2487_2000001011HumanColorectumSER3.37e-09-7.05e-01-0.1808
89978DPH6HTA11_3361_2000001011HumanColorectumAD1.98e-07-7.13e-01-0.1207
89978DPH6HTA11_83_2000001011HumanColorectumSER9.48e-03-5.47e-01-0.1526
89978DPH6HTA11_696_2000001011HumanColorectumAD5.69e-11-5.48e-01-0.1464
89978DPH6HTA11_866_2000001011HumanColorectumAD1.00e-08-5.24e-01-0.1001
89978DPH6HTA11_1391_2000001011HumanColorectumAD7.70e-09-5.50e-01-0.059
89978DPH6HTA11_5212_2000001011HumanColorectumAD2.46e-04-7.54e-01-0.2061
89978DPH6HTA11_7862_2000001011HumanColorectumAD5.50e-06-7.25e-01-0.0179
89978DPH6HTA11_866_3004761011HumanColorectumAD7.62e-15-6.77e-010.096
89978DPH6HTA11_10711_2000001011HumanColorectumAD3.94e-06-5.76e-010.0338
89978DPH6HTA11_7696_3000711011HumanColorectumAD1.05e-08-4.77e-010.0674
89978DPH6HTA11_99999970781_79442HumanColorectumMSS9.09e-08-4.61e-010.294
89978DPH6HTA11_99999971662_82457HumanColorectumMSS7.87e-25-7.41e-010.3859
89978DPH6HTA11_99999973899_84307HumanColorectumMSS2.44e-06-7.30e-010.2585
89978DPH6HTA11_99999974143_84620HumanColorectumMSS1.23e-16-6.17e-010.3005
89978DPH6F007HumanColorectumFAP1.37e-03-4.22e-010.1176
89978DPH6A015-C-203HumanColorectumFAP3.12e-23-4.66e-02-0.1294
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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
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
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:000218110CervixCCcytoplasmic translation96/2311148/187234.87e-512.91e-4796
GO:000641710CervixCCregulation of translation89/2311468/187231.86e-053.46e-0489
GO:0002181ColorectumADcytoplasmic translation109/3918148/187233.40e-432.13e-39109
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0006414ColorectumADtranslational elongation21/391855/187232.53e-031.93e-0221
GO:00021811ColorectumSERcytoplasmic translation102/2897148/187231.38e-488.49e-45102
GO:00064171ColorectumSERregulation of translation100/2897468/187233.76e-045.74e-03100
GO:00064141ColorectumSERtranslational elongation17/289755/187233.00e-032.65e-0217
GO:00021812ColorectumMSScytoplasmic translation108/3467148/187231.78e-471.11e-43108
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00064142ColorectumMSStranslational elongation19/346755/187233.47e-032.59e-0219
GO:00021814ColorectumFAPcytoplasmic translation76/2622148/187233.31e-272.03e-2376
GO:00064174ColorectumFAPregulation of translation111/2622468/187238.47e-091.13e-06111
GO:00021815ColorectumCRCcytoplasmic translation70/2078148/187231.53e-289.16e-2570
GO:00064175ColorectumCRCregulation of translation82/2078468/187231.79e-055.40e-0482
GO:00064143ColorectumCRCtranslational elongation14/207855/187232.21e-032.15e-0214
GO:000218116EndometriumAEHcytoplasmic translation104/2100148/187231.01e-646.07e-61104
GO:000641716EndometriumAEHregulation of translation94/2100468/187231.14e-087.62e-0794
GO:00064149EndometriumAEHtranslational elongation13/210055/187236.76e-033.94e-0213
GO:000218117EndometriumEECcytoplasmic translation104/2168148/187232.53e-631.52e-59104
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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
DPH6SNVMissense_Mutationc.274G>Ap.Glu92Lysp.E92KQ7L8W6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DPH6insertionFrame_Shift_Insnovelc.770_771insTGp.Tyr258AlafsTer31p.Y258Afs*31Q7L8W6protein_codingTCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
DPH6SNVMissense_Mutationc.431G>Tp.Arg144Ilep.R144IQ7L8W6protein_codingdeleterious(0)benign(0.213)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DPH6SNVMissense_Mutationc.431N>Ap.Arg144Lysp.R144KQ7L8W6protein_codingtolerated(0.06)benign(0.033)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DPH6SNVMissense_Mutationnovelc.199N>Ap.Leu67Ilep.L67IQ7L8W6protein_codingtolerated(0.05)benign(0.313)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DPH6SNVMissense_Mutationc.712N>Ap.Ala238Thrp.A238TQ7L8W6protein_codingdeleterious(0.03)benign(0.196)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DPH6SNVMissense_Mutationnovelc.374G>Ap.Arg125Glnp.R125QQ7L8W6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
DPH6SNVMissense_Mutationc.177C>Ap.Asp59Glup.D59EQ7L8W6protein_codingtolerated(1)benign(0.003)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DPH6SNVMissense_Mutationnovelc.23N>Ap.Ser8Asnp.S8NQ7L8W6protein_codingdeleterious(0)probably_damaging(0.994)TCGA-EY-A1GU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DPH6SNVMissense_Mutationnovelc.253N>Cp.Tyr85Hisp.Y85HQ7L8W6protein_codingdeleterious(0)probably_damaging(1)TCGA-EY-A5W2-01Endometriumuterine 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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