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: DCTN4

Gene summary for DCTN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCTN4

Gene ID

51164

Gene namedynactin subunit 4
Gene AliasDYN4
Cytomap5q33.1
Gene Typeprotein-coding
GO ID

GO:0000775

UniProtAcc

Q9NSJ5


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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
51164DCTN4P49T-EHumanEsophagusESCC2.43e-091.15e+000.1768
51164DCTN4P52T-EHumanEsophagusESCC3.03e-194.09e-010.1555
51164DCTN4P54T-EHumanEsophagusESCC5.35e-264.65e-010.0975
51164DCTN4P56T-EHumanEsophagusESCC4.93e-061.10e+000.1613
51164DCTN4P57T-EHumanEsophagusESCC5.14e-193.08e-010.0926
51164DCTN4P61T-EHumanEsophagusESCC1.84e-172.53e-010.099
51164DCTN4P62T-EHumanEsophagusESCC9.22e-631.06e+000.1302
51164DCTN4P65T-EHumanEsophagusESCC1.05e-182.06e-010.0978
51164DCTN4P74T-EHumanEsophagusESCC1.73e-164.40e-010.1479
51164DCTN4P75T-EHumanEsophagusESCC2.17e-374.19e-010.1125
51164DCTN4P76T-EHumanEsophagusESCC4.21e-231.45e-010.1207
51164DCTN4P79T-EHumanEsophagusESCC4.23e-171.70e-010.1154
51164DCTN4P80T-EHumanEsophagusESCC1.13e-318.88e-010.155
51164DCTN4P82T-EHumanEsophagusESCC5.22e-064.83e-010.1072
51164DCTN4P83T-EHumanEsophagusESCC7.19e-196.26e-010.1738
51164DCTN4P84T-EHumanEsophagusESCC6.89e-032.07e-010.0933
51164DCTN4P89T-EHumanEsophagusESCC5.05e-065.52e-010.1752
51164DCTN4P91T-EHumanEsophagusESCC7.72e-071.13e+000.1828
51164DCTN4P107T-EHumanEsophagusESCC7.99e-194.92e-010.171
51164DCTN4P126T-EHumanEsophagusESCC2.74e-035.16e-010.1125
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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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501630EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa0501430EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa0502230EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa049627EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
hsa05016113EsophagusHGINHuntington disease129/1383306/84656.81e-287.41e-265.88e-26129
hsa05014113EsophagusHGINAmyotrophic lateral sclerosis140/1383364/84652.13e-251.16e-239.19e-24140
hsa05022113EsophagusHGINPathways of neurodegeneration - multiple diseases153/1383476/84651.22e-184.41e-173.50e-17153
hsa05132115EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0496214EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0496233EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
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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
DCTN4SNVMissense_Mutationc.665N>Cp.Lys222Thrp.K222TQ9UJW0protein_codingtolerated(0.39)benign(0.003)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
DCTN4SNVMissense_Mutationc.201G>Cp.Lys67Asnp.K67NQ9UJW0protein_codingdeleterious(0)benign(0.31)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCTN4SNVMissense_Mutationc.262N>Tp.Thr88Serp.T88SQ9UJW0protein_codingtolerated(0.18)possibly_damaging(0.71)TCGA-BH-A202-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
DCTN4SNVMissense_Mutationc.1189N>Cp.Asp397Hisp.D397HQ9UJW0protein_codingtolerated(0.06)possibly_damaging(0.838)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DCTN4SNVMissense_Mutationnovelc.1285N>Gp.Lys429Glup.K429EQ9UJW0protein_codingtolerated(0.11)benign(0.117)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DCTN4SNVMissense_Mutationc.847C>Tp.Arg283Cysp.R283CQ9UJW0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DCTN4SNVMissense_Mutationnovelc.491N>Ap.Arg164Hisp.R164HQ9UJW0protein_codingtolerated(0.12)benign(0.165)TCGA-DS-A7WF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
DCTN4SNVMissense_Mutationc.847N>Tp.Arg283Cysp.R283CQ9UJW0protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
DCTN4SNVMissense_Mutationc.35A>Tp.Tyr12Phep.Y12FQ9UJW0protein_codingdeleterious(0.04)possibly_damaging(0.647)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DCTN4SNVMissense_Mutationnovelc.973N>Tp.Arg325Cysp.R325CQ9UJW0protein_codingtolerated(0.12)possibly_damaging(0.764)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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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