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: LDOC1

Gene summary for LDOC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LDOC1

Gene ID

23641

Gene nameLDOC1 regulator of NFKB signaling
Gene AliasBCUR1
CytomapXq27.1
Gene Typeprotein-coding
GO ID

GO:0002237

UniProtAcc

O95751


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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
23641LDOC1cirrhotic3HumanLiverCirrhotic2.62e-021.11e-010.0215
23641LDOC1Pt13.aHumanLiverHCC6.62e-04-1.89e-010.021
23641LDOC1Pt13.bHumanLiverHCC7.12e-04-1.92e-010.0251
23641LDOC1Pt14.dHumanLiverHCC4.07e-02-1.82e-010.0143
23641LDOC1S014HumanLiverHCC2.93e-271.41e+000.2254
23641LDOC1S015HumanLiverHCC2.05e-242.00e+000.2375
23641LDOC1S016HumanLiverHCC1.11e-361.66e+000.2243
23641LDOC1C38HumanOral cavityOSCC1.31e-131.06e+000.172
23641LDOC1C46HumanOral cavityOSCC5.91e-244.93e-010.1673
23641LDOC1C06HumanOral cavityOSCC2.21e-058.59e-010.2699
23641LDOC1C09HumanOral cavityOSCC2.38e-062.41e-010.1431
23641LDOC1LN46HumanOral cavityOSCC4.56e-155.15e-010.1666
23641LDOC1SYSMH6HumanOral cavityOSCC1.91e-122.14e-010.1275
23641LDOC1male-WTAHumanThyroidPTC3.64e-393.75e-010.1037
23641LDOC1PTC01HumanThyroidPTC4.20e-123.60e-010.1899
23641LDOC1PTC04HumanThyroidPTC1.51e-041.50e-010.1927
23641LDOC1PTC05HumanThyroidPTC2.88e-176.47e-010.2065
23641LDOC1PTC06HumanThyroidPTC9.08e-224.74e-010.2057
23641LDOC1PTC07HumanThyroidPTC4.04e-285.03e-010.2044
23641LDOC1ATC09HumanThyroidATC4.95e-022.88e-020.2871
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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
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:190165319EsophagusESCCcellular response to peptide208/8552359/187231.68e-062.01e-05208
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:007122215EsophagusESCCcellular response to lipopolysaccharide113/8552209/187238.79e-033.10e-02113
GO:007121617EsophagusESCCcellular response to biotic stimulus131/8552246/187239.85e-033.39e-02131
GO:190165311LiverCirrhoticcellular response to peptide129/4634359/187231.23e-062.49e-05129
GO:00324966LiverCirrhoticresponse to lipopolysaccharide111/4634343/187238.15e-045.95e-03111
GO:00022376LiverCirrhoticresponse to molecule of bacterial origin113/4634363/187233.23e-031.81e-02113
GO:190165321LiverHCCcellular response to peptide211/7958359/187232.86e-109.63e-09211
GO:003249611LiverHCCresponse to lipopolysaccharide174/7958343/187231.19e-036.62e-03174
GO:00712166LiverHCCcellular response to biotic stimulus128/7958246/187231.53e-038.10e-03128
GO:00712226LiverHCCcellular response to lipopolysaccharide110/7958209/187231.92e-039.77e-03110
GO:000223711LiverHCCresponse to molecule of bacterial origin181/7958363/187232.58e-031.24e-02181
GO:00712196LiverHCCcellular response to molecule of bacterial origin113/7958221/187235.73e-032.38e-02113
GO:190165316Oral cavityOSCCcellular response to peptide194/7305359/187234.31e-099.57e-08194
GO:003249617Oral cavityOSCCresponse to lipopolysaccharide178/7305343/187237.27e-071.03e-05178
GO:007121615Oral cavityOSCCcellular response to biotic stimulus129/7305246/187231.20e-051.23e-04129
GO:000223717Oral cavityOSCCresponse to molecule of bacterial origin181/7305363/187231.48e-051.49e-04181
GO:007122210Oral cavityOSCCcellular response to lipopolysaccharide110/7305209/187234.15e-053.60e-04110
GO:007121910Oral cavityOSCCcellular response to molecule of bacterial origin112/7305221/187232.64e-041.69e-03112
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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
LDOC1SNVMissense_Mutationnovelc.23N>Cp.Leu8Prop.L8PO95751protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
LDOC1SNVMissense_Mutationc.330G>Ap.Met110Ilep.M110IO95751protein_codingtolerated(0.08)benign(0.001)TCGA-E9-A1R0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
LDOC1SNVMissense_Mutationnovelc.421N>Ap.Glu141Lysp.E141KO95751protein_codingdeleterious_low_confidence(0)benign(0.006)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
LDOC1insertionIn_Frame_Insnovelc.24_25insGTCCCCTTACCTACCCGCGCCCGTp.Leu8_Leu9insValProLeuProThrArgAlaArgp.L8_L9insVPLPTRARO95751protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
LDOC1SNVMissense_Mutationnovelc.289N>Gp.Thr97Alap.T97AO95751protein_codingdeleterious(0.03)benign(0.269)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LDOC1SNVMissense_Mutationc.37N>Ap.Leu13Metp.L13MO95751protein_codingdeleterious(0.04)probably_damaging(0.914)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LDOC1SNVMissense_Mutationc.349N>Ap.Asp117Asnp.D117NO95751protein_codingtolerated(0.77)benign(0.172)TCGA-A6-2684-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LDOC1SNVMissense_Mutationc.253N>Ap.Asp85Asnp.D85NO95751protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
LDOC1SNVMissense_Mutationc.253N>Ap.Asp85Asnp.D85NO95751protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
LDOC1SNVMissense_Mutationc.52N>Ap.Ala18Thrp.A18TO95751protein_codingdeleterious(0.01)benign(0.01)TCGA-CK-6746-01Colorectumcolon 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
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