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: DALRD3

Gene summary for DALRD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DALRD3

Gene ID

55152

Gene nameDALR anticodon binding domain containing 3
Gene AliasDEE86
Cytomap3p21.31
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q5D0E6


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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
55152DALRD3LZE4THumanEsophagusESCC2.61e-071.25e-010.0811
55152DALRD3LZE7THumanEsophagusESCC1.15e-052.25e-010.0667
55152DALRD3LZE8THumanEsophagusESCC1.84e-036.83e-030.067
55152DALRD3LZE22THumanEsophagusESCC1.05e-042.63e-010.068
55152DALRD3LZE24THumanEsophagusESCC1.15e-031.97e-010.0596
55152DALRD3LZE21THumanEsophagusESCC1.70e-023.23e-010.0655
55152DALRD3P2T-EHumanEsophagusESCC2.79e-131.77e-010.1177
55152DALRD3P4T-EHumanEsophagusESCC3.63e-194.13e-010.1323
55152DALRD3P5T-EHumanEsophagusESCC8.46e-211.41e-010.1327
55152DALRD3P8T-EHumanEsophagusESCC4.67e-202.52e-010.0889
55152DALRD3P9T-EHumanEsophagusESCC4.68e-152.00e-010.1131
55152DALRD3P10T-EHumanEsophagusESCC3.73e-101.36e-010.116
55152DALRD3P11T-EHumanEsophagusESCC3.17e-204.82e-010.1426
55152DALRD3P12T-EHumanEsophagusESCC2.41e-183.26e-010.1122
55152DALRD3P15T-EHumanEsophagusESCC5.83e-183.18e-010.1149
55152DALRD3P16T-EHumanEsophagusESCC1.15e-234.54e-010.1153
55152DALRD3P20T-EHumanEsophagusESCC1.10e-102.91e-010.1124
55152DALRD3P21T-EHumanEsophagusESCC1.48e-265.36e-010.1617
55152DALRD3P22T-EHumanEsophagusESCC4.47e-233.32e-010.1236
55152DALRD3P23T-EHumanEsophagusESCC7.90e-152.30e-010.108
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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:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:0001510LiverHCCRNA methylation53/795883/187236.96e-056.29e-0453
GO:0030488LiverHCCtRNA methylation29/795841/187232.38e-041.79e-0329
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00094511Oral cavityOSCCRNA modification95/7305167/187232.05e-062.62e-0595
GO:00064001Oral cavityOSCCtRNA modification53/730590/187231.04e-047.70e-0453
GO:00434142Oral cavityOSCCmacromolecule methylation149/7305316/187231.82e-038.60e-03149
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:00080331Oral cavityLPtRNA processing44/4623127/187237.50e-034.15e-0244
GO:003447017SkincSCCncRNA processing215/4864395/187236.83e-344.28e-31215
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:004341411SkincSCCmacromolecule methylation107/4864316/187231.03e-036.94e-03107
GO:00080334SkincSCCtRNA processing49/4864127/187231.20e-037.81e-0349
GO:00322593SkincSCCmethylation120/4864364/187231.61e-039.93e-03120
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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
DALRD3SNVMissense_Mutationc.1186N>Tp.Gly396Cysp.G396CQ5D0E6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
DALRD3SNVMissense_Mutationc.757G>Cp.Glu253Glnp.E253QQ5D0E6protein_codingtolerated(0.31)benign(0.038)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DALRD3SNVMissense_Mutationnovelc.610N>Tp.Asp204Tyrp.D204YQ5D0E6protein_codingdeleterious(0.03)benign(0.001)TCGA-A2-A3XY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
DALRD3SNVMissense_Mutationc.1226N>Ap.Arg409Hisp.R409HQ5D0E6protein_codingdeleterious(0)probably_damaging(1)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
DALRD3SNVMissense_Mutationc.787N>Tp.His263Tyrp.H263YQ5D0E6protein_codingtolerated(1)benign(0)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
DALRD3SNVMissense_Mutationnovelc.552N>Cp.Glu184Aspp.E184DQ5D0E6protein_codingtolerated(0.15)benign(0.05)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DALRD3SNVMissense_Mutationc.910N>Cp.Lys304Glnp.K304QQ5D0E6protein_codingtolerated(0.91)benign(0)TCGA-D8-A1X9-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycin+cyclophosphamideSD
DALRD3SNVMissense_Mutationc.1163C>Gp.Ala388Glyp.A388GQ5D0E6protein_codingtolerated(0.26)benign(0.057)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DALRD3SNVMissense_Mutationnovelc.854N>Cp.Cys285Serp.C285SQ5D0E6protein_codingdeleterious(0.04)probably_damaging(0.91)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DALRD3SNVMissense_Mutationnovelc.778N>Cp.Glu260Glnp.E260QQ5D0E6protein_codingtolerated(0.23)benign(0.007)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<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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