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: NUDCD1

Gene summary for NUDCD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NUDCD1

Gene ID

84955

Gene nameNudC domain containing 1
Gene AliasCML66
Cytomap8q23.1
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q96RS6


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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
84955NUDCD1LZE3DHumanEsophagusHGIN2.39e-025.85e-010.0668
84955NUDCD1LZE4THumanEsophagusESCC2.41e-061.96e-010.0811
84955NUDCD1LZE20THumanEsophagusESCC7.16e-081.36e-010.0662
84955NUDCD1LZE24THumanEsophagusESCC1.15e-071.66e-010.0596
84955NUDCD1LZE6THumanEsophagusESCC8.52e-061.26e-010.0845
84955NUDCD1P2T-EHumanEsophagusESCC8.17e-254.03e-010.1177
84955NUDCD1P4T-EHumanEsophagusESCC2.33e-225.45e-010.1323
84955NUDCD1P5T-EHumanEsophagusESCC9.78e-092.52e-010.1327
84955NUDCD1P8T-EHumanEsophagusESCC1.06e-142.51e-010.0889
84955NUDCD1P9T-EHumanEsophagusESCC2.76e-162.21e-010.1131
84955NUDCD1P10T-EHumanEsophagusESCC2.50e-132.86e-010.116
84955NUDCD1P11T-EHumanEsophagusESCC1.17e-133.47e-010.1426
84955NUDCD1P12T-EHumanEsophagusESCC1.33e-184.59e-010.1122
84955NUDCD1P15T-EHumanEsophagusESCC1.75e-204.24e-010.1149
84955NUDCD1P16T-EHumanEsophagusESCC1.72e-356.74e-010.1153
84955NUDCD1P17T-EHumanEsophagusESCC4.68e-084.15e-010.1278
84955NUDCD1P19T-EHumanEsophagusESCC4.66e-055.80e-010.1662
84955NUDCD1P20T-EHumanEsophagusESCC1.68e-152.53e-010.1124
84955NUDCD1P21T-EHumanEsophagusESCC3.20e-225.95e-010.1617
84955NUDCD1P22T-EHumanEsophagusESCC8.40e-101.98e-010.1236
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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
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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
NUDCD1SNVMissense_Mutationc.1152N>Cp.Met384Ilep.M384IQ96RS6protein_codingtolerated(0.48)benign(0.003)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
NUDCD1SNVMissense_Mutationrs543121980c.850N>Ap.Glu284Lysp.E284KQ96RS6protein_codingtolerated(0.49)benign(0.346)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NUDCD1SNVMissense_Mutationc.1554N>Ap.Phe518Leup.F518LQ96RS6protein_codingdeleterious(0.01)possibly_damaging(0.76)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NUDCD1SNVMissense_Mutationc.1643N>Gp.Ala548Glyp.A548GQ96RS6protein_codingdeleterious(0.01)benign(0.133)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
NUDCD1SNVMissense_Mutationc.571N>Ap.Glu191Lysp.E191KQ96RS6protein_codingdeleterious(0.03)benign(0.217)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NUDCD1deletionFrame_Shift_Delnovelc.1457delTp.Leu486Terp.L486*Q96RS6protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
NUDCD1SNVMissense_Mutationc.488N>Ap.Pro163Hisp.P163HQ96RS6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6654-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyoxaliplatinSD
NUDCD1SNVMissense_Mutationnovelc.589N>Cp.Ser197Argp.S197RQ96RS6protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NUDCD1SNVMissense_Mutationnovelc.544N>Gp.Thr182Alap.T182AQ96RS6protein_codingtolerated(0.11)benign(0)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
NUDCD1SNVMissense_Mutationnovelc.1746N>Tp.Glu582Aspp.E582DQ96RS6protein_codingtolerated(0.48)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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