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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DDRGK1

Gene summary for DDRGK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDRGK1

Gene ID

65992

Gene nameDDRGK domain containing 1
Gene AliasC20orf116
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q96HY6


Top

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
65992DDRGK1HTA11_3410_2000001011HumanColorectumAD1.94e-031.59e-010.0155
65992DDRGK1HTA11_2487_2000001011HumanColorectumSER3.25e-042.45e-01-0.1808
65992DDRGK1HTA11_1938_2000001011HumanColorectumAD8.89e-124.02e-01-0.0811
65992DDRGK1HTA11_347_2000001011HumanColorectumAD2.38e-092.53e-01-0.1954
65992DDRGK1HTA11_2112_2000001011HumanColorectumSER7.60e-035.04e-01-0.2196
65992DDRGK1HTA11_3361_2000001011HumanColorectumAD1.08e-022.27e-01-0.1207
65992DDRGK1HTA11_696_2000001011HumanColorectumAD3.42e-133.38e-01-0.1464
65992DDRGK1HTA11_866_2000001011HumanColorectumAD2.66e-031.71e-01-0.1001
65992DDRGK1HTA11_1391_2000001011HumanColorectumAD3.64e-144.43e-01-0.059
65992DDRGK1HTA11_2992_2000001011HumanColorectumSER3.30e-033.71e-01-0.1706
65992DDRGK1HTA11_5212_2000001011HumanColorectumAD3.99e-043.33e-01-0.2061
65992DDRGK1HTA11_866_3004761011HumanColorectumAD6.35e-133.61e-010.096
65992DDRGK1HTA11_6801_2000001011HumanColorectumSER1.57e-023.00e-010.0171
65992DDRGK1HTA11_10711_2000001011HumanColorectumAD2.36e-083.41e-010.0338
65992DDRGK1HTA11_7696_3000711011HumanColorectumAD5.86e-133.81e-010.0674
65992DDRGK1HTA11_6818_2000001011HumanColorectumAD1.58e-054.28e-010.0112
65992DDRGK1HTA11_99999970781_79442HumanColorectumMSS2.67e-042.18e-010.294
65992DDRGK1HTA11_99999965062_69753HumanColorectumMSI-H4.77e-025.06e-010.3487
65992DDRGK1HTA11_99999965104_69814HumanColorectumMSS9.11e-083.50e-010.281
65992DDRGK1HTA11_99999973899_84307HumanColorectumMSS1.07e-032.92e-010.2585
Page: 1 2 3 4 5 6 7 8 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:004217717ProstateBPHnegative regulation of protein catabolic process46/3107121/187231.22e-083.99e-0746
GO:003096810ProstateBPHendoplasmic reticulum unfolded protein response33/310774/187231.47e-084.63e-0733
GO:200006018ProstateBPHpositive regulation of ubiquitin-dependent protein catabolic process42/3107107/187231.76e-085.49e-0742
GO:003133018ProstateBPHnegative regulation of cellular catabolic process79/3107262/187233.09e-088.91e-0779
GO:00162369ProstateBPHmacroautophagy85/3107291/187234.68e-081.29e-0685
GO:004586118ProstateBPHnegative regulation of proteolysis98/3107351/187235.43e-081.49e-0698
GO:190589718ProstateBPHregulation of response to endoplasmic reticulum stress34/310782/187238.14e-082.05e-0634
GO:003051810ProstateBPHintracellular steroid hormone receptor signaling pathway43/3107116/187238.48e-082.12e-0643
GO:003243617ProstateBPHpositive regulation of proteasomal ubiquitin-dependent protein catabolic process36/310790/187231.02e-072.49e-0636
GO:190305210ProstateBPHpositive regulation of proteolysis involved in cellular protein catabolic process47/3107133/187231.18e-072.81e-0647
GO:003052216ProstateBPHintracellular receptor signaling pathway77/3107265/187232.49e-075.42e-0677
GO:190180010ProstateBPHpositive regulation of proteasomal protein catabolic process41/3107114/187234.33e-078.84e-0641
GO:200005917ProstateBPHnegative regulation of ubiquitin-dependent protein catabolic process23/310748/187234.57e-079.25e-0623
GO:00072499ProstateBPHI-kappaB kinase/NF-kappaB signaling79/3107281/187237.61e-071.43e-0579
GO:2000677ProstateBPHregulation of transcription regulatory region DNA binding23/310750/187231.14e-062.04e-0523
GO:190357317ProstateBPHnegative regulation of response to endoplasmic reticulum stress21/310744/187231.56e-062.67e-0521
GO:004340110ProstateBPHsteroid hormone mediated signaling pathway45/3107136/187231.78e-062.98e-0545
GO:00448435ProstateBPHcell cycle G1/S phase transition68/3107241/187233.80e-065.83e-0568
GO:190336315ProstateBPHnegative regulation of cellular protein catabolic process29/310775/187233.92e-065.96e-0529
GO:190305115ProstateBPHnegative regulation of proteolysis involved in cellular protein catabolic process26/310764/187234.20e-066.31e-0526
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
DDRGK1SNVMissense_Mutationrs751324528c.490N>Tp.Arg164Cysp.R164CQ96HY6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDRGK1SNVMissense_Mutationc.559N>Ap.Glu187Lysp.E187KQ96HY6protein_codingdeleterious(0.03)probably_damaging(0.992)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DDRGK1SNVMissense_Mutationnovelc.131N>Gp.Ala44Glyp.A44GQ96HY6protein_codingtolerated(0.14)benign(0.027)TCGA-C5-A8XH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DDRGK1SNVMissense_Mutationc.205G>Ap.Asp69Asnp.D69NQ96HY6protein_codingtolerated(1)benign(0.07)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DDRGK1SNVMissense_Mutationrs763621314c.857N>Ap.Arg286Glnp.R286QQ96HY6protein_codingdeleterious(0.02)benign(0.041)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DDRGK1SNVMissense_Mutationnovelc.55N>Ap.Leu19Ilep.L19IQ96HY6protein_codingtolerated(0.3)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDRGK1SNVMissense_Mutationrs753666292c.367C>Tp.Arg123Trpp.R123WQ96HY6protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AJ-A8CT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DDRGK1SNVMissense_Mutationc.750N>Tp.Gln250Hisp.Q250HQ96HY6protein_codingtolerated(0.05)benign(0.202)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
DDRGK1SNVMissense_Mutationrs764215113c.341N>Tp.Ser114Leup.S114LQ96HY6protein_codingdeleterious(0.05)benign(0)TCGA-AX-A2IO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
DDRGK1SNVMissense_Mutationnovelc.813N>Gp.Ile271Metp.I271MQ96HY6protein_codingdeleterious(0)possibly_damaging(0.828)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
Page: 1 2 3 4 

Top

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
65992DDRGK1NUCLEAR HORMONE RECEPTORazathioprineAZATHIOPRINE21961091
Page: 1