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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: DYNC1I2

Gene summary for DYNC1I2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNC1I2

Gene ID

1781

Gene namedynein cytoplasmic 1 intermediate chain 2
Gene AliasDIC74
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A140VKE9


Top

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
1781DYNC1I2LZE4THumanEsophagusESCC1.95e-093.18e-010.0811
1781DYNC1I2LZE7THumanEsophagusESCC3.06e-079.57e-020.0667
1781DYNC1I2LZE8THumanEsophagusESCC1.17e-09-1.03e-010.067
1781DYNC1I2LZE20THumanEsophagusESCC9.34e-04-2.99e-030.0662
1781DYNC1I2LZE22D1HumanEsophagusHGIN1.04e-04-2.02e-010.0595
1781DYNC1I2LZE24THumanEsophagusESCC9.70e-116.15e-020.0596
1781DYNC1I2LZE6THumanEsophagusESCC3.99e-03-1.14e-010.0845
1781DYNC1I2P1T-EHumanEsophagusESCC5.63e-101.31e-010.0875
1781DYNC1I2P2T-EHumanEsophagusESCC1.64e-171.31e-010.1177
1781DYNC1I2P4T-EHumanEsophagusESCC2.24e-193.63e-010.1323
1781DYNC1I2P5T-EHumanEsophagusESCC2.95e-151.42e-010.1327
1781DYNC1I2P8T-EHumanEsophagusESCC3.90e-221.84e-010.0889
1781DYNC1I2P9T-EHumanEsophagusESCC5.69e-371.05e+000.1131
1781DYNC1I2P10T-EHumanEsophagusESCC2.22e-173.39e-010.116
1781DYNC1I2P11T-EHumanEsophagusESCC9.60e-126.60e-010.1426
1781DYNC1I2P12T-EHumanEsophagusESCC3.72e-205.29e-010.1122
1781DYNC1I2P15T-EHumanEsophagusESCC7.95e-275.01e-010.1149
1781DYNC1I2P16T-EHumanEsophagusESCC1.55e-161.03e-010.1153
1781DYNC1I2P17T-EHumanEsophagusESCC6.00e-073.62e-010.1278
1781DYNC1I2P19T-EHumanEsophagusESCC5.84e-043.73e-010.1662
Page: 1 2 3 4 5 6 7 

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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003070517EsophagusHGINcytoskeleton-dependent intracellular transport45/2587195/187233.07e-045.15e-0345
GO:00109707EsophagusHGINtransport along microtubule35/2587155/187232.01e-032.12e-0235
GO:003070518EsophagusESCCcytoskeleton-dependent intracellular transport133/8552195/187231.48e-104.27e-09133
GO:001097013EsophagusESCCtransport along microtubule107/8552155/187233.17e-096.80e-08107
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:003070511LiverCirrhoticcytoskeleton-dependent intracellular transport68/4634195/187239.54e-046.77e-0368
GO:00109701LiverCirrhotictransport along microtubule52/4634155/187238.42e-033.91e-0252
GO:003070521LiverHCCcytoskeleton-dependent intracellular transport111/7958195/187233.25e-053.28e-04111
GO:00109702LiverHCCtransport along microtubule90/7958155/187236.49e-055.92e-0490
GO:003070510Oral cavityOSCCcytoskeleton-dependent intracellular transport113/7305195/187236.03e-081.09e-06113
GO:00109706Oral cavityOSCCtransport along microtubule88/7305155/187235.35e-066.02e-0588
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:003070516Oral cavityLPcytoskeleton-dependent intracellular transport68/4623195/187238.92e-047.64e-0368
GO:001097012Oral cavityLPtransport along microtubule56/4623155/187239.49e-048.04e-0356
GO:003070523Oral cavityEOLPcytoskeleton-dependent intracellular transport42/2218195/187238.11e-059.69e-0442
GO:001097021Oral cavityEOLPtransport along microtubule32/2218155/187231.15e-038.37e-0332
GO:003070531Oral cavityNEOLPcytoskeleton-dependent intracellular transport46/2005195/187231.81e-076.18e-0646
GO:001097031Oral cavityNEOLPtransport along microtubule33/2005155/187238.53e-051.06e-0333
GO:009911111Oral cavityNEOLPmicrotubule-based transport34/2005190/187231.87e-031.28e-0234
GO:00307059ProstateBPHcytoskeleton-dependent intracellular transport68/3107195/187233.78e-101.98e-0868
Page: 1 2 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0414514LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0414515LiverCirrhoticPhagosome73/2530152/84651.61e-061.78e-051.10e-0573
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0414521LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa049624LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0414531LiverHCCPhagosome93/4020152/84654.27e-041.88e-031.05e-0393
hsa0496211LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
Page: 1 2 3 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
DYNC1I2SNVMissense_Mutationc.235G>Ap.Glu79Lysp.E79KQ13409protein_codingtolerated(0.82)benign(0.005)TCGA-AR-A0TZ-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificDoxorubicinPD
DYNC1I2SNVMissense_Mutationc.820G>Ap.Glu274Lysp.E274KQ13409protein_codingdeleterious(0)possibly_damaging(0.788)TCGA-E9-A22D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
DYNC1I2SNVMissense_Mutationnovelc.1426N>Gp.Gln476Glup.Q476EQ13409protein_codingtolerated(0.1)benign(0.411)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
DYNC1I2SNVMissense_Mutationnovelc.65G>Cp.Arg22Thrp.R22TQ13409protein_codingdeleterious(0)benign(0.083)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
DYNC1I2SNVMissense_Mutationrs201120526c.1874N>Ap.Arg625Glnp.R625QQ13409protein_codingtolerated(1)probably_damaging(0.945)TCGA-DS-A7WH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DYNC1I2SNVMissense_Mutationc.1327N>Ap.Asp443Asnp.D443NQ13409protein_codingtolerated(0.08)probably_damaging(0.999)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DYNC1I2SNVMissense_Mutationc.1087C>Tp.Arg363Cysp.R363CQ13409protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DYNC1I2SNVMissense_Mutationc.1871A>Gp.Asn624Serp.N624SQ13409protein_codingdeleterious(0.02)benign(0.001)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DYNC1I2SNVMissense_Mutationnovelc.734T>Gp.Phe245Cysp.F245CQ13409protein_codingtolerated(0.07)probably_damaging(0.928)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
DYNC1I2SNVMissense_Mutationnovelc.1351N>Gp.Ser451Glyp.S451GQ13409protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
Page: 1 2 3 4 5 6 

Top

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
Page: 1