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: DYNLT3

Gene summary for DYNLT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNLT3

Gene ID

6990

Gene namedynein light chain Tctex-type 3
Gene AliasRP3
CytomapXp11.4
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

P51808


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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
6990DYNLT3LZE4THumanEsophagusESCC1.03e-431.30e+000.0811
6990DYNLT3LZE7THumanEsophagusESCC3.62e-109.61e-010.0667
6990DYNLT3LZE8THumanEsophagusESCC2.66e-155.16e-010.067
6990DYNLT3LZE22THumanEsophagusESCC6.32e-031.41e-010.068
6990DYNLT3LZE24THumanEsophagusESCC2.35e-278.77e-010.0596
6990DYNLT3LZE21THumanEsophagusESCC8.27e-121.50e+000.0655
6990DYNLT3LZE6THumanEsophagusESCC1.10e-052.29e-010.0845
6990DYNLT3P2T-EHumanEsophagusESCC3.29e-072.56e-010.1177
6990DYNLT3P4T-EHumanEsophagusESCC1.47e-328.43e-010.1323
6990DYNLT3P5T-EHumanEsophagusESCC1.59e-459.47e-010.1327
6990DYNLT3P8T-EHumanEsophagusESCC5.02e-297.34e-010.0889
6990DYNLT3P9T-EHumanEsophagusESCC2.38e-083.02e-010.1131
6990DYNLT3P10T-EHumanEsophagusESCC1.36e-205.40e-010.116
6990DYNLT3P11T-EHumanEsophagusESCC3.02e-166.16e-010.1426
6990DYNLT3P12T-EHumanEsophagusESCC4.40e-407.74e-010.1122
6990DYNLT3P15T-EHumanEsophagusESCC6.10e-297.51e-010.1149
6990DYNLT3P16T-EHumanEsophagusESCC1.31e-153.08e-010.1153
6990DYNLT3P17T-EHumanEsophagusESCC4.04e-104.74e-010.1278
6990DYNLT3P19T-EHumanEsophagusESCC7.28e-181.29e+000.1662
6990DYNLT3P20T-EHumanEsophagusESCC1.44e-082.25e-010.1124
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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
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:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:004578710EsophagusESCCpositive regulation of cell cycle196/8552313/187239.27e-102.24e-08196
GO:004593116EsophagusESCCpositive regulation of mitotic cell cycle83/8552121/187232.78e-074.08e-0683
GO:00073463LiverCirrhoticregulation of mitotic cell cycle154/4634457/187238.73e-061.29e-04154
GO:00459313LiverCirrhoticpositive regulation of mitotic cell cycle49/4634121/187239.47e-051.01e-0349
GO:00457874LiverCirrhoticpositive regulation of cell cycle97/4634313/187236.88e-033.38e-0297
GO:000734611LiverHCCregulation of mitotic cell cycle255/7958457/187234.96e-091.30e-07255
GO:004578711LiverHCCpositive regulation of cell cycle172/7958313/187235.29e-066.58e-05172
GO:004593111LiverHCCpositive regulation of mitotic cell cycle69/7958121/187238.79e-045.20e-0369
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00457879Oral cavityOSCCpositive regulation of cell cycle173/7305313/187233.28e-097.44e-08173
GO:00459319Oral cavityOSCCpositive regulation of mitotic cell cycle77/7305121/187233.49e-086.64e-0777
GO:000734614Oral cavityLPregulation of mitotic cell cycle163/4623457/187237.64e-082.56e-06163
GO:004593115Oral cavityLPpositive regulation of mitotic cell cycle46/4623121/187237.65e-046.80e-0346
GO:004578715Oral cavityLPpositive regulation of cell cycle96/4623313/187239.08e-034.85e-0296
GO:000734617SkincSCCregulation of mitotic cell cycle192/4864457/187233.47e-142.31e-12192
GO:004578717SkincSCCpositive regulation of cell cycle120/4864313/187238.95e-071.64e-05120
GO:004593118SkincSCCpositive regulation of mitotic cell cycle56/4864121/187231.11e-061.96e-0556
GO:000734619ThyroidPTCregulation of mitotic cell cycle212/5968457/187234.03e-111.44e-09212
GO:004578718ThyroidPTCpositive regulation of cell cycle144/5968313/187239.93e-081.99e-06144
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0513222LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513232LiverCirrhoticSalmonella infection121/2530249/84652.47e-105.13e-093.16e-09121
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513252LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa05132210Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
hsa0513238Oral cavityLPSalmonella infection128/2418249/84651.17e-142.79e-131.80e-13128
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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
DYNLT3SNVMissense_Mutationc.251N>Cp.Cys84Serp.C84SP51808protein_codingdeleterious(0.03)benign(0.355)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DYNLT3SNVMissense_Mutationrs200218120c.325N>Ap.Val109Ilep.V109IP51808protein_codingtolerated(0.07)possibly_damaging(0.739)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DYNLT3SNVMissense_Mutationnovelc.332N>Tp.Ala111Valp.A111VP51808protein_codingdeleterious(0)possibly_damaging(0.749)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
DYNLT3SNVMissense_Mutationnovelc.56N>Gp.His19Argp.H19RP51808protein_codingtolerated(0.14)benign(0.139)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DYNLT3SNVMissense_Mutationc.244A>Tp.Ser82Cysp.S82CP51808protein_codingdeleterious(0.04)probably_damaging(0.946)TCGA-78-7149-01Lunglung adenocarcinomaMale>=65III/IVUnknownUnknownSD
DYNLT3SNVMissense_Mutationc.176N>Cp.Gly59Alap.G59AP51808protein_codingtolerated(0.08)benign(0.109)TCGA-BR-6566-01Stomachstomach adenocarcinomaFemale<65I/IIUnknownUnknownSD
DYNLT3insertionFrame_Shift_Insnovelc.103_104insCAGAGp.Tyr35SerfsTer15p.Y35Sfs*15P51808protein_codingTCGA-EL-A3ZN-01Thyroidthyroid carcinomaFemale<65I/IIUnknownUnknownSD
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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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