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: DYNC1LI2

Gene summary for DYNC1LI2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNC1LI2

Gene ID

1783

Gene namedynein cytoplasmic 1 light intermediate chain 2
Gene AliasDNCLI2
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

O43237


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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
1783DYNC1LI2LZE2THumanEsophagusESCC1.98e-096.34e-010.082
1783DYNC1LI2LZE3DHumanEsophagusHGIN4.07e-045.06e-010.0668
1783DYNC1LI2LZE4THumanEsophagusESCC1.97e-198.24e-010.0811
1783DYNC1LI2LZE5THumanEsophagusESCC3.86e-036.71e-010.0514
1783DYNC1LI2LZE7THumanEsophagusESCC6.58e-076.98e-010.0667
1783DYNC1LI2LZE8THumanEsophagusESCC3.20e-093.92e-010.067
1783DYNC1LI2LZE20THumanEsophagusESCC3.30e-073.34e-010.0662
1783DYNC1LI2LZE22THumanEsophagusESCC7.31e-053.26e-010.068
1783DYNC1LI2LZE24THumanEsophagusESCC1.32e-174.83e-010.0596
1783DYNC1LI2LZE21THumanEsophagusESCC1.70e-093.80e-010.0655
1783DYNC1LI2P1T-EHumanEsophagusESCC4.96e-161.03e+000.0875
1783DYNC1LI2P2T-EHumanEsophagusESCC2.39e-498.78e-010.1177
1783DYNC1LI2P4T-EHumanEsophagusESCC9.97e-371.00e+000.1323
1783DYNC1LI2P5T-EHumanEsophagusESCC1.88e-194.10e-010.1327
1783DYNC1LI2P8T-EHumanEsophagusESCC2.00e-418.66e-010.0889
1783DYNC1LI2P9T-EHumanEsophagusESCC1.58e-123.08e-010.1131
1783DYNC1LI2P10T-EHumanEsophagusESCC1.46e-418.06e-010.116
1783DYNC1LI2P11T-EHumanEsophagusESCC1.92e-241.22e+000.1426
1783DYNC1LI2P12T-EHumanEsophagusESCC1.79e-266.57e-010.1122
1783DYNC1LI2P15T-EHumanEsophagusESCC3.34e-298.01e-010.1149
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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
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:00618428EsophagusESCCmicrotubule organizing center localization28/855233/187233.80e-064.12e-0528
GO:00516428EsophagusESCCcentrosome localization27/855232/187237.10e-067.12e-0527
GO:199009017EsophagusESCCcellular response to nerve growth factor stimulus38/855253/187231.10e-047.69e-0438
GO:199008916EsophagusESCCresponse to nerve growth factor39/855256/187232.44e-041.51e-0339
GO:199009011LiverCirrhoticcellular response to nerve growth factor stimulus24/463453/187238.86e-046.37e-0324
GO:199008911LiverCirrhoticresponse to nerve growth factor25/463456/187239.03e-046.46e-0325
GO:199009021LiverHCCcellular response to nerve growth factor stimulus36/795853/187231.62e-041.29e-0336
GO:199008921LiverHCCresponse to nerve growth factor37/795856/187233.13e-042.22e-0337
GO:00618427Oral cavityOSCCmicrotubule organizing center localization25/730533/187231.95e-051.87e-0425
GO:00516427Oral cavityOSCCcentrosome localization24/730532/187233.83e-053.37e-0424
GO:199009014Oral cavityOSCCcellular response to nerve growth factor stimulus35/730553/187236.14e-055.02e-0435
GO:19900899Oral cavityOSCCresponse to nerve growth factor36/730556/187231.12e-048.24e-0436
GO:199009022Oral cavityNEOLPcellular response to nerve growth factor stimulus14/200553/187231.06e-038.06e-0314
GO:005164213Oral cavityNEOLPcentrosome localization10/200532/187231.36e-039.75e-0310
GO:006184221Oral cavityNEOLPmicrotubule organizing center localization10/200533/187231.77e-031.22e-0210
GO:199008923Oral cavityNEOLPresponse to nerve growth factor14/200556/187231.89e-031.28e-0214
GO:19900898ProstateBPHresponse to nerve growth factor22/310756/187234.21e-054.48e-0422
GO:199009010ProstateBPHcellular response to nerve growth factor stimulus21/310753/187235.39e-055.50e-0421
GO:00618426ProstateBPHmicrotubule organizing center localization14/310733/187234.08e-042.97e-0314
GO:00516426ProstateBPHcentrosome localization13/310732/187231.07e-036.67e-0313
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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
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
hsa0513230Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
hsa0414528Oral cavityOSCCPhagosome88/3704152/84652.83e-049.13e-044.65e-0488
hsa049626Oral cavityOSCCVasopressin-regulated water reabsorption29/370444/84652.47e-036.52e-033.32e-0329
hsa05132114Oral cavityOSCCSalmonella infection174/3704249/84652.67e-171.49e-157.58e-16174
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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
DYNC1LI2SNVMissense_Mutationc.851N>Gp.Tyr284Cysp.Y284CO43237protein_codingdeleterious(0)possibly_damaging(0.877)TCGA-A2-A04Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DYNC1LI2SNVMissense_Mutationc.846G>Cp.Leu282Phep.L282FO43237protein_codingdeleterious(0.01)possibly_damaging(0.464)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
DYNC1LI2SNVMissense_Mutationc.187G>Cp.Asp63Hisp.D63HO43237protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DYNC1LI2SNVMissense_Mutationnovelc.175G>Ap.Val59Ilep.V59IO43237protein_codingtolerated(0.07)benign(0.05)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DYNC1LI2SNVMissense_Mutationnovelc.1051N>Cp.Asp351Hisp.D351HO43237protein_codingdeleterious(0)probably_damaging(0.96)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DYNC1LI2deletionFrame_Shift_Delnovelc.973delGp.Glu325LysfsTer6p.E325Kfs*6O43237protein_codingTCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
DYNC1LI2SNVMissense_Mutationnovelc.775N>Tp.Arg259Trpp.R259WO43237protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-3807-01Colorectumcolon adenocarcinomaFemale<65III/IVAncillaryleucovorinSD
DYNC1LI2SNVMissense_Mutationrs751253445c.308N>Ap.Arg103Hisp.R103HO43237protein_codingdeleterious(0.04)probably_damaging(0.998)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
DYNC1LI2SNVMissense_Mutationnovelc.598N>Ap.Pro200Thrp.P200TO43237protein_codingtolerated(0.61)benign(0.074)TCGA-AG-A014-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
DYNC1LI2SNVMissense_Mutationnovelc.1178N>Tp.Arg393Metp.R393MO43237protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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