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: DYNC2H1

Gene summary for DYNC2H1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNC2H1

Gene ID

79659

Gene namedynein cytoplasmic 2 heavy chain 1
Gene AliasATD3
Cytomap11q22.3
Gene Typeprotein-coding
GO ID

GO:0001568

UniProtAcc

Q8NCM8


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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
79659DYNC2H1HTA11_2487_2000001011HumanColorectumSER3.57e-021.56e-01-0.1808
79659DYNC2H1HTA11_1938_2000001011HumanColorectumAD1.44e-021.47e-01-0.0811
79659DYNC2H1HTA11_347_2000001011HumanColorectumAD3.39e-021.20e-01-0.1954
79659DYNC2H1CRC-3-11773HumanColorectumCRC3.11e-022.50e-010.2564
79659DYNC2H1LZE22D1HumanEsophagusHGIN3.31e-075.97e-010.0595
79659DYNC2H1LZE22THumanEsophagusESCC1.16e-086.58e-010.068
79659DYNC2H1LZE24THumanEsophagusESCC5.42e-051.13e-010.0596
79659DYNC2H1LZE22D3HumanEsophagusHGIN1.25e-031.16e+000.0653
79659DYNC2H1P2T-EHumanEsophagusESCC6.31e-171.20e-010.1177
79659DYNC2H1P4T-EHumanEsophagusESCC1.44e-036.41e-020.1323
79659DYNC2H1P5T-EHumanEsophagusESCC1.19e-181.46e-010.1327
79659DYNC2H1P8T-EHumanEsophagusESCC3.29e-174.48e-010.0889
79659DYNC2H1P10T-EHumanEsophagusESCC5.62e-121.72e-010.116
79659DYNC2H1P11T-EHumanEsophagusESCC1.78e-145.18e-010.1426
79659DYNC2H1P12T-EHumanEsophagusESCC9.57e-146.43e-020.1122
79659DYNC2H1P15T-EHumanEsophagusESCC1.30e-027.32e-020.1149
79659DYNC2H1P16T-EHumanEsophagusESCC5.56e-142.32e-010.1153
79659DYNC2H1P20T-EHumanEsophagusESCC6.66e-041.60e-020.1124
79659DYNC2H1P21T-EHumanEsophagusESCC1.00e-212.14e-010.1617
79659DYNC2H1P22T-EHumanEsophagusESCC1.77e-081.05e-020.1236
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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
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
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:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0030705ColorectumADcytoskeleton-dependent intracellular transport60/3918195/187237.56e-047.59e-0360
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0016485ColorectumADprotein processing63/3918225/187236.77e-034.19e-0263
GO:00516041ColorectumSERprotein maturation73/2897294/187231.82e-055.38e-0473
GO:00164851ColorectumSERprotein processing55/2897225/187232.84e-044.67e-0355
GO:00487361ColorectumSERappendage development42/2897172/187231.43e-031.55e-0242
GO:00601731ColorectumSERlimb development42/2897172/187231.43e-031.55e-0242
GO:00307051ColorectumSERcytoskeleton-dependent intracellular transport44/2897195/187235.53e-034.09e-0244
GO:0035107ColorectumSERappendage morphogenesis33/2897138/187236.10e-034.42e-0233
GO:0035108ColorectumSERlimb morphogenesis33/2897138/187236.10e-034.42e-0233
GO:00307054ColorectumCRCcytoskeleton-dependent intracellular transport45/2078195/187231.29e-067.21e-0545
GO:00351072ColorectumCRCappendage morphogenesis32/2078138/187233.77e-059.26e-0432
GO:00351082ColorectumCRClimb morphogenesis32/2078138/187233.77e-059.26e-0432
GO:00016552ColorectumCRCurogenital system development62/2078338/187234.67e-051.10e-0362
GO:00720011ColorectumCRCrenal system development56/2078302/187237.85e-051.63e-0356
GO:00018221ColorectumCRCkidney development54/2078293/187231.23e-042.40e-0354
GO:00309001ColorectumCRCforebrain development66/2078379/187231.36e-042.57e-0366
GO:00487364ColorectumCRCappendage development34/2078172/187235.80e-047.89e-0334
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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
hsa051322ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa051323ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa0513210ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa0513211ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa0513239EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa049627EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
hsa05132115EsophagusHGINSalmonella infection69/1383249/84653.02e-064.47e-053.55e-0569
hsa0496214EsophagusHGINVasopressin-regulated water reabsorption14/138344/84658.21e-034.71e-023.74e-0214
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
hsa0513216LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
hsa0513217LungIACSalmonella infection52/1053249/84659.46e-051.28e-038.50e-0452
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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
DYNC2H1SNVMissense_Mutationnovelc.12526N>Cp.Asp4176Hisp.D4176HQ8NCM8protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
DYNC2H1SNVMissense_Mutationnovelc.3252N>Tp.Lys1084Asnp.K1084NQ8NCM8protein_codingdeleterious(0.01)probably_damaging(0.94)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
DYNC2H1SNVMissense_Mutationnovelc.7225N>Cp.Gly2409Argp.G2409RQ8NCM8protein_codingdeleterious(0)possibly_damaging(0.81)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
DYNC2H1SNVMissense_Mutationnovelc.6479A>Gp.Asn2160Serp.N2160SQ8NCM8protein_codingtolerated(0.33)benign(0.006)TCGA-A2-A0SV-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonate therapyzometaPD
DYNC2H1SNVMissense_Mutationrs774441276c.7214N>Tp.Ser2405Phep.S2405FQ8NCM8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A1G0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
DYNC2H1SNVMissense_Mutationrs779949950c.3634N>Tp.Asp1212Tyrp.D1212YQ8NCM8protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-A8-A06R-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
DYNC2H1SNVMissense_Mutationc.1306N>Cp.Glu436Glnp.E436QQ8NCM8protein_codingtolerated(0.24)benign(0.281)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DYNC2H1SNVMissense_Mutationrs749815980c.9314N>Ap.Arg3105Glnp.R3105QQ8NCM8protein_codingdeleterious(0.01)benign(0.294)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
DYNC2H1SNVMissense_Mutationrs745867734c.3958N>Ap.Gly1320Argp.G1320RQ8NCM8protein_codingdeleterious(0.02)benign(0.037)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
DYNC2H1SNVMissense_Mutationnovelc.4714G>Cp.Glu1572Glnp.E1572QQ8NCM8protein_codingtolerated(0.17)benign(0.097)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
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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
79659DYNC2H1CLINICALLY ACTIONABLEPlatinum compounds21118971
79659DYNC2H1CLINICALLY ACTIONABLEetoposideETOPOSIDE21118971
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