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: DYNC1H1

Gene summary for DYNC1H1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNC1H1

Gene ID

1778

Gene namedynein cytoplasmic 1 heavy chain 1
Gene AliasCMT2O
Cytomap14q32.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q14204


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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
1778DYNC1H1HTA11_347_2000001011HumanColorectumAD5.57e-176.56e-01-0.1954
1778DYNC1H1HTA11_696_2000001011HumanColorectumAD1.42e-034.49e-01-0.1464
1778DYNC1H1HTA11_1391_2000001011HumanColorectumAD1.84e-075.50e-01-0.059
1778DYNC1H1HTA11_866_3004761011HumanColorectumAD1.71e-085.65e-010.096
1778DYNC1H1HTA11_10711_2000001011HumanColorectumAD4.71e-044.87e-010.0338
1778DYNC1H1HTA11_7696_3000711011HumanColorectumAD9.76e-116.19e-010.0674
1778DYNC1H1HTA11_6818_2000001021HumanColorectumAD4.76e-054.70e-010.0588
1778DYNC1H1HTA11_99999965062_69753HumanColorectumMSI-H7.69e-039.09e-010.3487
1778DYNC1H1A015-C-203HumanColorectumFAP7.13e-228.29e-02-0.1294
1778DYNC1H1A002-C-201HumanColorectumFAP2.17e-046.32e-020.0324
1778DYNC1H1A001-C-119HumanColorectumFAP2.83e-104.81e-01-0.1557
1778DYNC1H1A001-C-108HumanColorectumFAP8.07e-091.94e-01-0.0272
1778DYNC1H1A002-C-205HumanColorectumFAP1.91e-163.20e-01-0.1236
1778DYNC1H1A001-C-104HumanColorectumFAP3.61e-052.98e-010.0184
1778DYNC1H1A015-C-006HumanColorectumFAP6.99e-122.80e-01-0.0994
1778DYNC1H1A015-C-106HumanColorectumFAP1.35e-081.08e-01-0.0511
1778DYNC1H1A002-C-114HumanColorectumFAP6.57e-111.83e-01-0.1561
1778DYNC1H1A015-C-104HumanColorectumFAP7.60e-242.72e-01-0.1899
1778DYNC1H1A001-C-014HumanColorectumFAP5.51e-081.76e-010.0135
1778DYNC1H1A002-C-016HumanColorectumFAP1.83e-155.45e-020.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00902244Oral cavityOSCCregulation of spindle organization29/730539/187237.81e-068.43e-0529
GO:00705077Oral cavityOSCCregulation of microtubule cytoskeleton organization84/7305148/187238.80e-069.33e-0584
GO:00723845Oral cavityOSCCorganelle transport along microtubule53/730585/187231.10e-051.14e-0453
GO:00340637Oral cavityOSCCstress granule assembly21/730526/187231.66e-051.64e-0421
GO:00901695Oral cavityOSCCregulation of spindle assembly20/730525/187233.47e-053.11e-0420
GO:00080889Oral cavityOSCCaxo-dendritic transport46/730575/187237.44e-055.81e-0446
GO:19021173Oral cavityOSCCpositive regulation of organelle assembly41/730567/187231.94e-041.30e-0341
GO:00989303Oral cavityOSCCaxonal transport39/730564/187233.12e-041.94e-0339
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:00995184Oral cavityOSCCvesicle cytoskeletal trafficking41/730573/187232.18e-039.95e-0341
GO:00328863Oral cavityOSCCregulation of microtubule-based process115/7305240/187232.95e-031.28e-02115
GO:01061065Oral cavityOSCCcold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:01201615Oral cavityOSCCregulation of cold-induced thermogenesis71/7305144/187237.51e-032.75e-0271
GO:00016594Oral cavityOSCCtemperature homeostasis84/7305174/187237.84e-032.87e-0284
GO:00474961Oral cavityOSCCvesicle transport along microtubule27/730547/187237.93e-032.90e-0227
GO:00516532Oral cavityOSCCspindle localization31/730556/187239.53e-033.39e-0231
GO:19908454Oral cavityOSCCadaptive thermogenesis76/7305157/187231.02e-023.52e-0276
GO:003238616Oral cavityLPregulation of intracellular transport145/4623337/187238.58e-148.27e-12145
GO:003238819Oral cavityLPpositive regulation of intracellular transport97/4623202/187234.79e-134.30e-1197
GO:005165615Oral cavityLPestablishment of organelle localization147/4623390/187236.01e-092.46e-07147
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa04962ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa049621ColorectumADVasopressin-regulated water reabsorption19/209244/84655.48e-032.48e-021.58e-0219
hsa051326ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa04145ColorectumMSI-HPhagosome27/797152/84658.74e-041.01e-028.48e-0327
hsa051327ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa041451ColorectumMSI-HPhagosome27/797152/84658.74e-041.01e-028.48e-0327
hsa051328ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa051329ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa0513210ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa0513211ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
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
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
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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
DYNC1H1SNVMissense_Mutationnovelc.5356N>Ap.Glu1786Lysp.E1786KQ14204protein_codingtolerated(0.32)benign(0.007)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
DYNC1H1SNVMissense_Mutationnovelc.13254N>Cp.Lys4418Asnp.K4418NQ14204protein_codingtolerated(1)benign(0.001)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
DYNC1H1SNVMissense_Mutationnovelc.11389N>Tp.Val3797Leup.V3797LQ14204protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
DYNC1H1SNVMissense_Mutationc.13316N>Gp.Glu4439Glyp.E4439GQ14204protein_codingtolerated(0.14)benign(0.243)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
DYNC1H1SNVMissense_Mutationc.262G>Ap.Val88Ilep.V88IQ14204protein_codingtolerated(0.2)benign(0.035)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
DYNC1H1SNVMissense_Mutationc.1585N>Gp.Asn529Aspp.N529DQ14204protein_codingtolerated(0.61)benign(0.025)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
DYNC1H1SNVMissense_Mutationc.7222N>Ap.Ala2408Thrp.A2408TQ14204protein_codingtolerated(0.53)benign(0)TCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DYNC1H1SNVMissense_Mutationc.4451N>Cp.Cys1484Serp.C1484SQ14204protein_codingdeleterious(0)possibly_damaging(0.783)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DYNC1H1SNVMissense_Mutationnovelc.1284N>Cp.Glu428Aspp.E428DQ14204protein_codingtolerated(0.48)benign(0.007)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DYNC1H1SNVMissense_Mutationnovelc.4915N>Cp.Glu1639Glnp.E1639QQ14204protein_codingdeleterious(0)probably_damaging(0.977)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
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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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