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: DCBLD2

Gene summary for DCBLD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCBLD2

Gene ID

131566

Gene namediscoidin, CUB and LCCL domain containing 2
Gene AliasCLCP1
Cytomap3q12.1
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

Q96PD2


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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
131566DCBLD2P61T-EHumanEsophagusESCC3.80e-411.19e+000.099
131566DCBLD2P62T-EHumanEsophagusESCC3.40e-142.84e-010.1302
131566DCBLD2P65T-EHumanEsophagusESCC1.96e-132.18e-010.0978
131566DCBLD2P74T-EHumanEsophagusESCC3.39e-215.99e-010.1479
131566DCBLD2P75T-EHumanEsophagusESCC6.52e-154.07e-010.1125
131566DCBLD2P76T-EHumanEsophagusESCC4.06e-421.01e+000.1207
131566DCBLD2P79T-EHumanEsophagusESCC2.47e-521.09e+000.1154
131566DCBLD2P80T-EHumanEsophagusESCC4.28e-244.98e-010.155
131566DCBLD2P82T-EHumanEsophagusESCC3.96e-064.06e-010.1072
131566DCBLD2P83T-EHumanEsophagusESCC1.16e-257.66e-010.1738
131566DCBLD2P84T-EHumanEsophagusESCC1.68e-032.16e-010.0933
131566DCBLD2P89T-EHumanEsophagusESCC5.64e-096.24e-010.1752
131566DCBLD2P91T-EHumanEsophagusESCC9.31e-108.26e-010.1828
131566DCBLD2P107T-EHumanEsophagusESCC3.89e-511.52e+000.171
131566DCBLD2P126T-EHumanEsophagusESCC8.05e-101.08e+000.1125
131566DCBLD2P127T-EHumanEsophagusESCC1.65e-131.70e-010.0826
131566DCBLD2P128T-EHumanEsophagusESCC2.17e-122.37e-010.1241
131566DCBLD2P130T-EHumanEsophagusESCC3.53e-173.94e-010.1676
131566DCBLD2NAFLD1HumanLiverNAFLD1.86e-055.56e-01-0.04
131566DCBLD2HCC1_MengHumanLiverHCC1.16e-37-2.74e-020.0246
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0016049110EsophagusESCCcell growth289/8552482/187231.29e-103.77e-09289
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:000155819EsophagusESCCregulation of cell growth248/8552414/187232.97e-096.45e-08248
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00459267EsophagusESCCnegative regulation of growth148/8552249/187237.88e-067.73e-05148
GO:00303085EsophagusESCCnegative regulation of cell growth108/8552188/187237.46e-043.87e-03108
GO:00420607LiverNAFLDwound healing84/1882422/187236.56e-101.37e-0784
GO:00305226LiverNAFLDintracellular receptor signaling pathway55/1882265/187231.39e-071.03e-0555
GO:00160495LiverNAFLDcell growth85/1882482/187231.75e-071.25e-0585
GO:00015585LiverNAFLDregulation of cell growth63/1882414/187235.50e-047.46e-0363
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:001604921LiverHCCcell growth269/7958482/187231.84e-095.35e-08269
GO:000155821LiverHCCregulation of cell growth228/7958414/187231.34e-072.55e-06228
GO:004206022LiverHCCwound healing219/7958422/187235.34e-055.04e-04219
GO:00459263LiverHCCnegative regulation of growth129/7958249/187231.81e-039.37e-03129
GO:0030308LiverHCCnegative regulation of cell growth98/7958188/187234.74e-032.02e-0298
GO:00305227LungIACintracellular receptor signaling pathway59/2061265/187238.88e-088.50e-0659
GO:00160496LungIACcell growth89/2061482/187236.10e-073.67e-0589
GO:00420608LungIACwound healing76/2061422/187231.01e-053.23e-0476
GO:00015586LungIACregulation of cell growth70/2061414/187231.69e-043.01e-0370
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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
DCBLD2SNVMissense_Mutationc.1288A>Gp.Arg430Glyp.R430GQ96PD2protein_codingdeleterious(0)possibly_damaging(0.871)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCBLD2SNVMissense_Mutationc.835N>Ap.His279Asnp.H279NQ96PD2protein_codingtolerated(0.33)benign(0.003)TCGA-AR-A24L-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenPD
DCBLD2SNVMissense_Mutationc.850C>Tp.Leu284Phep.L284FQ96PD2protein_codingtolerated(0.12)probably_damaging(0.999)TCGA-GM-A2DM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
DCBLD2SNVMissense_Mutationnovelc.2249N>Gp.Tyr750Cysp.Y750CQ96PD2protein_codingdeleterious(0)probably_damaging(0.997)TCGA-GM-A5PV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
DCBLD2SNVMissense_Mutationnovelc.932N>Tp.Ser311Leup.S311LQ96PD2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-S3-AA0Z-01Breastbreast invasive carcinomaFemale<65I/IIAncillaryneulastaCR
DCBLD2insertionNonsense_Mutationnovelc.2095_2096insGGTTGGGGAAAATGTGGTGACTGAGGTACAGGAAAp.Ser699TrpfsTer7p.S699Wfs*7Q96PD2protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCBLD2insertionFrame_Shift_Insnovelc.1772_1773insCTp.Glu591AspfsTer16p.E591Dfs*16Q96PD2protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCBLD2SNVMissense_Mutationnovelc.853N>Cp.Phe285Leup.F285LQ96PD2protein_codingdeleterious(0)probably_damaging(0.992)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCBLD2SNVMissense_Mutationc.1684G>Ap.Glu562Lysp.E562KQ96PD2protein_codingtolerated(0.28)benign(0.003)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DCBLD2SNVMissense_Mutationnovelc.1005N>Cp.Lys335Asnp.K335NQ96PD2protein_codingtolerated(0.13)possibly_damaging(0.673)TCGA-A6-2679-01Colorectumcolon 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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