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: DPH5

Gene summary for DPH5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DPH5

Gene ID

51611

Gene namediphthamide biosynthesis 5
Gene AliasAD-018
Cytomap1p21.2
Gene Typeprotein-coding
GO ID

GO:0002181

UniProtAcc

B3KWP1


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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
51611DPH5LZE4THumanEsophagusESCC5.83e-071.14e-010.0811
51611DPH5LZE7THumanEsophagusESCC3.82e-051.63e-010.0667
51611DPH5LZE20THumanEsophagusESCC5.71e-057.37e-020.0662
51611DPH5LZE24THumanEsophagusESCC9.84e-038.84e-020.0596
51611DPH5P1T-EHumanEsophagusESCC2.73e-039.67e-020.0875
51611DPH5P2T-EHumanEsophagusESCC1.68e-172.90e-010.1177
51611DPH5P4T-EHumanEsophagusESCC2.02e-182.89e-010.1323
51611DPH5P5T-EHumanEsophagusESCC1.38e-091.19e-010.1327
51611DPH5P8T-EHumanEsophagusESCC1.01e-128.90e-020.0889
51611DPH5P9T-EHumanEsophagusESCC2.13e-111.07e-010.1131
51611DPH5P10T-EHumanEsophagusESCC2.00e-222.14e-010.116
51611DPH5P12T-EHumanEsophagusESCC6.29e-335.70e-010.1122
51611DPH5P15T-EHumanEsophagusESCC2.57e-071.84e-010.1149
51611DPH5P16T-EHumanEsophagusESCC2.30e-251.85e-010.1153
51611DPH5P17T-EHumanEsophagusESCC5.82e-072.01e-010.1278
51611DPH5P20T-EHumanEsophagusESCC1.20e-141.82e-010.1124
51611DPH5P21T-EHumanEsophagusESCC9.27e-199.52e-020.1617
51611DPH5P22T-EHumanEsophagusESCC7.22e-222.78e-010.1236
51611DPH5P23T-EHumanEsophagusESCC3.70e-244.11e-010.108
51611DPH5P24T-EHumanEsophagusESCC1.06e-111.11e-010.1287
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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
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
∗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:0002181111EsophagusESCCcytoplasmic translation135/8552148/187234.17e-322.65e-29135
GO:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:000641419EsophagusESCCtranslational elongation41/855255/187231.26e-051.16e-0441
GO:000218112LiverCirrhoticcytoplasmic translation120/4634148/187232.95e-471.85e-43120
GO:000641712LiverCirrhoticregulation of translation194/4634468/187237.28e-168.79e-14194
GO:000218122LiverHCCcytoplasmic translation132/7958148/187239.09e-335.76e-30132
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:000641412LiverHCCtranslational elongation36/795855/187234.94e-043.23e-0336
GO:000218120Oral cavityOSCCcytoplasmic translation133/7305148/187231.94e-382.46e-35133
GO:000641720Oral cavityOSCCregulation of translation274/7305468/187234.39e-184.63e-16274
GO:000641416Oral cavityOSCCtranslational elongation37/730555/187232.03e-051.94e-0437
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:0002181110Oral cavityLPcytoplasmic translation124/4623148/187235.09e-523.19e-48124
GO:0006417110Oral cavityLPregulation of translation175/4623468/187234.49e-102.22e-08175
GO:000641417Oral cavityLPtranslational elongation25/462355/187236.27e-045.71e-0325
GO:000218129SkincSCCcytoplasmic translation127/4864148/187234.83e-537.57e-50127
GO:000641729SkincSCCregulation of translation226/4864468/187238.78e-262.62e-23226
GO:000641423SkincSCCtranslational elongation30/486455/187236.13e-068.70e-0530
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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
DPH5SNVMissense_Mutationnovelc.353G>Ap.Gly118Aspp.G118DQ9H2P9protein_codingdeleterious(0)probably_damaging(0.971)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DPH5SNVMissense_Mutationc.272N>Gp.His91Argp.H91RQ9H2P9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DPH5SNVMissense_Mutationnovelc.610N>Ap.Gln204Lysp.Q204KQ9H2P9protein_codingtolerated(0.57)benign(0)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DPH5SNVMissense_Mutationnovelc.777N>Gp.Ile259Metp.I259MQ9H2P9protein_codingtolerated(0.35)benign(0.003)TCGA-A5-A7WJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DPH5SNVMissense_Mutationnovelc.95N>Tp.Glu32Valp.E32VQ9H2P9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
DPH5SNVMissense_Mutationnovelc.141G>Tp.Glu47Aspp.E47DQ9H2P9protein_codingtolerated(0.23)benign(0.02)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
DPH5SNVMissense_Mutationnovelc.10C>Ap.Leu4Ilep.L4IQ9H2P9protein_codingtolerated(0.39)benign(0.033)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
DPH5SNVMissense_Mutationnovelc.290N>Tp.Arg97Ilep.R97IQ9H2P9protein_codingdeleterious(0)probably_damaging(0.995)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
DPH5SNVMissense_Mutationc.476N>Tp.Thr159Ilep.T159IQ9H2P9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D1-A17D-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
DPH5SNVMissense_Mutationnovelc.618N>Gp.Ile206Metp.I206MQ9H2P9protein_codingtolerated(0.11)benign(0)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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