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: NUDCD2

Gene summary for NUDCD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDCD2

Gene ID

134492

Gene nameNudC domain containing 2
Gene AliasNudCL2
Cytomap5q34
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q8WVJ2


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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
134492NUDCD2LZE2THumanEsophagusESCC9.92e-091.13e+000.082
134492NUDCD2LZE4THumanEsophagusESCC1.43e-143.57e-010.0811
134492NUDCD2LZE7THumanEsophagusESCC4.98e-065.73e-010.0667
134492NUDCD2LZE8THumanEsophagusESCC9.41e-075.41e-010.067
134492NUDCD2LZE22D1HumanEsophagusHGIN2.07e-021.48e-010.0595
134492NUDCD2LZE22THumanEsophagusESCC1.75e-022.90e-010.068
134492NUDCD2LZE24THumanEsophagusESCC7.93e-299.88e-010.0596
134492NUDCD2LZE21THumanEsophagusESCC1.90e-023.64e-010.0655
134492NUDCD2LZE6THumanEsophagusESCC3.96e-119.72e-010.0845
134492NUDCD2P1T-EHumanEsophagusESCC3.66e-064.00e-010.0875
134492NUDCD2P2T-EHumanEsophagusESCC3.94e-357.05e-010.1177
134492NUDCD2P4T-EHumanEsophagusESCC1.62e-401.12e+000.1323
134492NUDCD2P5T-EHumanEsophagusESCC2.57e-368.56e-010.1327
134492NUDCD2P8T-EHumanEsophagusESCC1.02e-153.23e-010.0889
134492NUDCD2P9T-EHumanEsophagusESCC1.01e-196.40e-010.1131
134492NUDCD2P10T-EHumanEsophagusESCC2.60e-286.96e-010.116
134492NUDCD2P11T-EHumanEsophagusESCC9.67e-219.42e-010.1426
134492NUDCD2P12T-EHumanEsophagusESCC7.94e-431.04e+000.1122
134492NUDCD2P15T-EHumanEsophagusESCC3.23e-186.04e-010.1149
134492NUDCD2P16T-EHumanEsophagusESCC1.34e-215.28e-010.1153
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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:000645720EsophagusHGINprotein folding75/2587212/187231.61e-153.86e-1375
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
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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
NUDCD2SNVMissense_Mutationc.430N>Tp.Asn144Tyrp.N144YQ8WVJ2protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
NUDCD2SNVMissense_Mutationnovelc.191N>Cp.Gly64Alap.G64AQ8WVJ2protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
NUDCD2SNVMissense_Mutationnovelc.331N>Ap.Asp111Asnp.D111NQ8WVJ2protein_codingtolerated(0.08)benign(0.062)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NUDCD2SNVMissense_Mutationrs780024537c.122N>Gp.Gln41Argp.Q41RQ8WVJ2protein_codingtolerated(0.1)benign(0)TCGA-DF-A2KN-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
NUDCD2SNVMissense_Mutationnovelc.56N>Ap.Gly19Aspp.G19DQ8WVJ2protein_codingdeleterious(0)probably_damaging(1)TCGA-4R-AA8I-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
NUDCD2SNVMissense_Mutationc.134N>Cp.Cys45Serp.C45SQ8WVJ2protein_codingdeleterious(0.01)benign(0.125)TCGA-44-7670-01Lunglung adenocarcinomaFemale<65I/IIChemotherapydocetaxelSD
NUDCD2SNVMissense_Mutationc.373N>Cp.Glu125Glnp.E125QQ8WVJ2protein_codingtolerated(0.2)possibly_damaging(0.606)TCGA-78-7149-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
NUDCD2SNVMissense_Mutationnovelc.16G>Cp.Glu6Glnp.E6QQ8WVJ2protein_codingdeleterious(0.02)benign(0.2)TCGA-21-1079-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
NUDCD2deletionFrame_Shift_Delc.170delGp.Gly57AlafsTer15p.G57Afs*15Q8WVJ2protein_codingTCGA-60-2726-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
NUDCD2SNVMissense_Mutationc.65A>Gp.Tyr22Cysp.Y22CQ8WVJ2protein_codingtolerated(0.12)benign(0.056)TCGA-CG-5721-01Stomachstomach adenocarcinomaMale<65III/IVUnknownUnknownSD
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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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