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: DKC1

Gene summary for DKC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DKC1

Gene ID

1736

Gene namedyskerin pseudouridine synthase 1
Gene AliasCBF5
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0000154

UniProtAcc

O60832


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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
1736DKC1HTA11_347_2000001011HumanColorectumAD9.96e-031.84e-01-0.1954
1736DKC1HTA11_866_3004761011HumanColorectumAD7.79e-073.59e-010.096
1736DKC1HTA11_6801_2000001011HumanColorectumSER5.38e-035.14e-010.0171
1736DKC1HTA11_7696_3000711011HumanColorectumAD5.16e-114.89e-010.0674
1736DKC1HTA11_99999970781_79442HumanColorectumMSS6.59e-155.73e-010.294
1736DKC1HTA11_99999965062_69753HumanColorectumMSI-H1.91e-039.73e-010.3487
1736DKC1HTA11_99999965104_69814HumanColorectumMSS2.17e-251.03e+000.281
1736DKC1HTA11_99999971662_82457HumanColorectumMSS1.40e-289.20e-010.3859
1736DKC1HTA11_99999973899_84307HumanColorectumMSS2.29e-107.75e-010.2585
1736DKC1HTA11_99999974143_84620HumanColorectumMSS2.44e-155.49e-010.3005
1736DKC1LZE2THumanEsophagusESCC1.88e-081.62e+000.082
1736DKC1LZE4THumanEsophagusESCC6.82e-052.33e-010.0811
1736DKC1LZE7THumanEsophagusESCC1.21e-119.42e-010.0667
1736DKC1LZE22D1HumanEsophagusHGIN6.55e-04-8.88e-020.0595
1736DKC1LZE22THumanEsophagusESCC3.70e-025.66e-010.068
1736DKC1LZE24THumanEsophagusESCC6.71e-217.22e-010.0596
1736DKC1LZE6THumanEsophagusESCC4.61e-022.89e-010.0845
1736DKC1P1T-EHumanEsophagusESCC1.57e-047.11e-010.0875
1736DKC1P2T-EHumanEsophagusESCC8.65e-349.79e-010.1177
1736DKC1P4T-EHumanEsophagusESCC1.32e-289.07e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0009895ColorectumADnegative regulation of catabolic process124/3918320/187231.66e-133.35e-11124
GO:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0031330ColorectumADnegative regulation of cellular catabolic process104/3918262/187232.66e-123.96e-10104
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0006401ColorectumADRNA catabolic process102/3918278/187238.64e-106.76e-08102
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:1900180ColorectumADregulation of protein localization to nucleus55/3918136/187231.70e-077.34e-0655
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0051054ColorectumADpositive regulation of DNA metabolic process73/3918201/187233.27e-071.29e-0573
GO:0043487ColorectumADregulation of RNA stability63/3918170/187239.17e-073.12e-0563
GO:1900182ColorectumADpositive regulation of protein localization to nucleus38/391887/187231.43e-064.52e-0538
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0034504ColorectumADprotein localization to nucleus94/3918290/187232.83e-068.09e-0594
GO:2001252ColorectumADpositive regulation of chromosome organization35/391882/187236.90e-061.72e-0435
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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
DKC1SNVMissense_Mutationnovelc.601G>Ap.Glu201Lysp.E201KO60832protein_codingdeleterious(0.03)benign(0.094)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DKC1SNVMissense_Mutationc.58N>Gp.Lys20Glup.K20EO60832protein_codingdeleterious_low_confidence(0.02)benign(0.196)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
DKC1SNVMissense_Mutationc.39N>Gp.His13Glnp.H13QO60832protein_codingtolerated_low_confidence(0.12)benign(0.048)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DKC1insertionFrame_Shift_Insnovelc.558_559insCTACTCGGGAGGCTGAGGCAGGAGAp.Ile187LeufsTer28p.I187Lfs*28O60832protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DKC1SNVMissense_Mutationc.1378N>Tp.Pro460Serp.P460SO60832protein_codingtolerated_low_confidence(0.11)benign(0)TCGA-C5-A1BJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DKC1SNVMissense_Mutationnovelc.89N>Cp.Ile30Thrp.I30TO60832protein_codingtolerated(0.14)benign(0.017)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
DKC1SNVMissense_Mutationc.763N>Gp.Ser255Glyp.S255GO60832protein_codingtolerated(0.61)benign(0.009)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DKC1SNVMissense_Mutationc.1106T>Cp.Val369Alap.V369AO60832protein_codingdeleterious(0.01)probably_damaging(0.942)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DKC1SNVMissense_Mutationrs782117503c.1334N>Tp.Ala445Valp.A445VO60832protein_codingtolerated(0.46)benign(0)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
DKC1SNVMissense_Mutationrs782010351c.55N>Tp.Arg19Trpp.R19WO60832protein_codingdeleterious_low_confidence(0)benign(0.249)TCGA-CM-6171-01Colorectumcolon 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
1736DKC1CLINICALLY ACTIONABLEV934/V935
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