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: DYNC1I1

Gene summary for DYNC1I1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNC1I1

Gene ID

1780

Gene namedynein cytoplasmic 1 intermediate chain 1
Gene AliasDNCI1
Cytomap7q21.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A4D1I7


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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
1780DYNC1I1AEH-subject1HumanEndometriumAEH4.00e-032.52e-01-0.3059
1780DYNC1I1AEH-subject5HumanEndometriumAEH6.90e-125.27e-01-0.2953
1780DYNC1I1EEC-subject1HumanEndometriumEEC1.13e-063.30e-01-0.2682
1780DYNC1I1EEC-subject2HumanEndometriumEEC2.71e-02-1.21e-01-0.2607
1780DYNC1I1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.68e-036.21e-02-0.1875
1780DYNC1I1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.08e-021.39e-01-0.1883
1780DYNC1I1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.22e-05-6.57e-02-0.1916
1780DYNC1I1LZE4THumanEsophagusESCC1.70e-031.42e-010.0811
1780DYNC1I1LZE7THumanEsophagusESCC2.56e-052.84e-010.0667
1780DYNC1I1LZE24THumanEsophagusESCC2.20e-041.50e-010.0596
1780DYNC1I1P2T-EHumanEsophagusESCC7.28e-264.18e-010.1177
1780DYNC1I1P4T-EHumanEsophagusESCC1.49e-092.35e-010.1323
1780DYNC1I1P5T-EHumanEsophagusESCC1.96e-051.07e-010.1327
1780DYNC1I1P10T-EHumanEsophagusESCC1.57e-539.23e-010.116
1780DYNC1I1P12T-EHumanEsophagusESCC3.41e-368.13e-010.1122
1780DYNC1I1P15T-EHumanEsophagusESCC6.21e-153.61e-010.1149
1780DYNC1I1P16T-EHumanEsophagusESCC4.40e-091.92e-010.1153
1780DYNC1I1P17T-EHumanEsophagusESCC4.79e-042.06e-010.1278
1780DYNC1I1P20T-EHumanEsophagusESCC1.03e-234.98e-010.1124
1780DYNC1I1P23T-EHumanEsophagusESCC6.53e-092.14e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
∗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:00516568EndometriumAEHestablishment of organelle localization77/2100390/187234.89e-071.94e-0577
GO:00307058EndometriumAEHcytoskeleton-dependent intracellular transport38/2100195/187234.72e-044.91e-0338
GO:00516507EndometriumAEHestablishment of vesicle localization32/2100161/187238.99e-048.24e-0332
GO:00516487EndometriumAEHvesicle localization32/2100177/187234.33e-032.86e-0232
GO:005165613EndometriumEECestablishment of organelle localization75/2168390/187236.23e-061.49e-0475
GO:003070514EndometriumEECcytoskeleton-dependent intracellular transport39/2168195/187234.40e-044.58e-0339
GO:005165013EndometriumEECestablishment of vesicle localization31/2168161/187232.99e-032.10e-0231
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:005165016EsophagusESCCestablishment of vesicle localization114/8552161/187238.20e-112.53e-09114
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:005164815EsophagusESCCvesicle localization119/8552177/187235.16e-091.08e-07119
GO:00723846EsophagusESCCorganelle transport along microtubule65/855285/187236.61e-091.35e-0765
GO:00474962EsophagusESCCvesicle transport along microtubule36/855247/187231.53e-051.38e-0436
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00995185EsophagusESCCvesicle cytoskeletal trafficking50/855273/187236.75e-055.12e-0450
GO:005165621LiverHCCestablishment of organelle localization226/7958390/187234.15e-101.34e-08226
GO:005165021LiverHCCestablishment of vesicle localization103/7958161/187232.94e-086.69e-07103
GO:005164821LiverHCCvesicle localization107/7958177/187231.05e-061.57e-05107
GO:00723843LiverHCCorganelle transport along microtubule56/795885/187231.13e-051.29e-0456
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0414524EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa048144EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa04145111EndometriumAEHPhagosome41/1197152/84652.12e-052.22e-041.63e-0441
hsa0481411EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa0513227EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa0414525EndometriumEECPhagosome42/1237152/84652.01e-052.28e-041.70e-0442
hsa048142EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
hsa0513236EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa0414534EndometriumEECPhagosome42/1237152/84652.01e-052.28e-041.70e-0442
hsa048143EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0414530EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa04145114EsophagusESCCPhagosome100/4205152/84653.81e-051.72e-048.82e-05100
hsa0496233EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
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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
DYNC1I1SNVMissense_Mutationnovelc.1025N>Gp.Ser342Cysp.S342CO14576protein_codingdeleterious(0.01)possibly_damaging(0.474)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DYNC1I1SNVMissense_Mutationnovelc.1188N>Ap.Asn396Lysp.N396KO14576protein_codingtolerated(0.23)benign(0.015)TCGA-A2-A0CR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
DYNC1I1SNVMissense_Mutationc.933N>Tp.Glu311Aspp.E311DO14576protein_codingtolerated(0.23)benign(0.026)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
DYNC1I1SNVMissense_Mutationc.1909N>Ap.Glu637Lysp.E637KO14576protein_codingdeleterious(0.02)benign(0.218)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
DYNC1I1SNVMissense_Mutationc.1500N>Ap.Asp500Glup.D500EO14576protein_codingdeleterious(0.01)probably_damaging(0.951)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
DYNC1I1SNVMissense_Mutationnovelc.799N>Tp.Val267Phep.V267FO14576protein_codingtolerated(0.08)benign(0.017)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
DYNC1I1SNVMissense_Mutationnovelc.760G>Cp.Asp254Hisp.D254HO14576protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DYNC1I1SNVMissense_Mutationrs201114371c.448N>Ap.Val150Metp.V150MO14576protein_codingtolerated(0.81)benign(0.044)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DYNC1I1SNVMissense_Mutationc.830N>Ap.Arg277Hisp.R277HO14576protein_codingdeleterious(0.03)possibly_damaging(0.53)TCGA-Z7-A8R5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DYNC1I1insertionFrame_Shift_Insnovelc.1581_1582insAp.Phe528IlefsTer2p.F528Ifs*2O14576protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
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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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