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: DR1

Gene summary for DR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DR1

Gene ID

1810

Gene namedown-regulator of transcription 1
Gene AliasNC2
Cytomap1p22.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q01658


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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
1810DR1LZE4THumanEsophagusESCC1.67e-111.98e-010.0811
1810DR1LZE5THumanEsophagusESCC7.01e-041.10e-010.0514
1810DR1LZE8THumanEsophagusESCC1.60e-02-8.08e-020.067
1810DR1LZE20THumanEsophagusESCC4.18e-071.65e-010.0662
1810DR1LZE22THumanEsophagusESCC2.43e-032.40e-010.068
1810DR1LZE24THumanEsophagusESCC2.94e-104.24e-010.0596
1810DR1P2T-EHumanEsophagusESCC7.94e-366.94e-010.1177
1810DR1P4T-EHumanEsophagusESCC4.76e-233.55e-010.1323
1810DR1P5T-EHumanEsophagusESCC4.54e-266.38e-010.1327
1810DR1P8T-EHumanEsophagusESCC1.15e-223.52e-010.0889
1810DR1P9T-EHumanEsophagusESCC2.00e-162.70e-010.1131
1810DR1P10T-EHumanEsophagusESCC1.51e-367.30e-010.116
1810DR1P11T-EHumanEsophagusESCC2.61e-115.52e-010.1426
1810DR1P12T-EHumanEsophagusESCC1.79e-842.02e+000.1122
1810DR1P15T-EHumanEsophagusESCC4.18e-266.79e-010.1149
1810DR1P16T-EHumanEsophagusESCC3.22e-272.94e-010.1153
1810DR1P17T-EHumanEsophagusESCC3.09e-054.32e-010.1278
1810DR1P19T-EHumanEsophagusESCC1.27e-068.87e-010.1662
1810DR1P20T-EHumanEsophagusESCC6.66e-287.21e-010.1124
1810DR1P21T-EHumanEsophagusESCC1.01e-201.98e-010.1617
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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
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:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:190290320Oral cavityOSCCregulation of supramolecular fiber organization211/7305383/187239.45e-112.88e-09211
GO:005149518Oral cavityOSCCpositive regulation of cytoskeleton organization135/7305226/187231.98e-105.66e-09135
GO:00069037Oral cavityOSCCvesicle targeting38/730545/187234.49e-101.19e-0838
GO:00516509Oral cavityOSCCestablishment of vesicle localization101/7305161/187238.79e-102.17e-08101
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
GO:00004706Oral cavityOSCCmaturation of LSU-rRNA26/730528/187233.39e-097.66e-0826
GO:00356014Oral cavityOSCCprotein deacylation74/7305112/187235.88e-091.26e-0774
GO:00310567Oral cavityOSCCregulation of histone modification94/7305152/187239.57e-091.99e-0794
GO:000701520Oral cavityOSCCactin filament organization230/7305442/187231.37e-082.77e-07230
GO:003297020Oral cavityOSCCregulation of actin filament-based process209/7305397/187231.89e-083.72e-07209
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:004873220Oral cavityOSCCgland development226/7305436/187232.78e-085.39e-07226
GO:00516489Oral cavityOSCCvesicle localization105/7305177/187233.30e-086.30e-07105
GO:001081019Oral cavityOSCCregulation of cell-substrate adhesion126/7305221/187234.02e-087.55e-07126
GO:003253519Oral cavityOSCCregulation of cellular component size201/7305383/187234.80e-088.88e-07201
GO:00987324Oral cavityOSCCmacromolecule deacylation74/7305116/187235.52e-081.01e-0674
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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
DR1SNVMissense_Mutationnovelc.25N>Ap.Asp9Asnp.D9NQ01658protein_codingdeleterious(0)probably_damaging(0.975)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
DR1SNVMissense_Mutationc.145N>Ap.Leu49Ilep.L49IQ01658protein_codingdeleterious(0.02)probably_damaging(0.92)TCGA-CA-6715-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
DR1SNVMissense_Mutationc.146N>Gp.Leu49Argp.L49RQ01658protein_codingdeleterious(0)probably_damaging(0.975)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DR1SNVMissense_Mutationc.328N>Cp.Asn110Hisp.N110HQ01658protein_codingtolerated(0.08)benign(0.222)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
DR1SNVMissense_Mutationnovelc.253N>Gp.Ser85Glyp.S85GQ01658protein_codingtolerated(0.29)benign(0.04)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DR1SNVMissense_Mutationc.161N>Tp.Ala54Valp.A54VQ01658protein_codingdeleterious(0.02)possibly_damaging(0.668)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DR1SNVMissense_Mutationnovelc.41C>Tp.Pro14Leup.P14LQ01658protein_codingdeleterious(0)possibly_damaging(0.618)TCGA-AX-A3FT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DR1SNVMissense_Mutationrs182894486c.403G>Ap.Glu135Lysp.E135KQ01658protein_codingtolerated(0.16)possibly_damaging(0.522)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
DR1SNVMissense_Mutationc.472G>Ap.Ala158Thrp.A158TQ01658protein_codingtolerated(0.38)probably_damaging(0.956)TCGA-BK-A0C9-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DR1SNVMissense_Mutationc.516N>Ap.Asp172Glup.D172EQ01658protein_codingtolerated_low_confidence(0.32)benign(0)TCGA-D1-A176-01Endometriumuterine 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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