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: DYNLL2

Gene summary for DYNLL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNLL2

Gene ID

140735

Gene namedynein light chain LC8-type 2
Gene AliasDNCL1B
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q96FJ2


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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
140735DYNLL2HTA11_3410_2000001011HumanColorectumAD2.53e-082.28e-010.0155
140735DYNLL2HTA11_2487_2000001011HumanColorectumSER1.39e-216.94e-01-0.1808
140735DYNLL2HTA11_1938_2000001011HumanColorectumAD3.23e-176.73e-01-0.0811
140735DYNLL2HTA11_78_2000001011HumanColorectumAD3.90e-115.08e-01-0.1088
140735DYNLL2HTA11_347_2000001011HumanColorectumAD5.41e-397.95e-01-0.1954
140735DYNLL2HTA11_411_2000001011HumanColorectumSER5.33e-139.86e-01-0.2602
140735DYNLL2HTA11_2112_2000001011HumanColorectumSER1.83e-057.36e-01-0.2196
140735DYNLL2HTA11_3361_2000001011HumanColorectumAD3.87e-157.20e-01-0.1207
140735DYNLL2HTA11_83_2000001011HumanColorectumSER8.30e-146.98e-01-0.1526
140735DYNLL2HTA11_696_2000001011HumanColorectumAD1.95e-387.67e-01-0.1464
140735DYNLL2HTA11_866_2000001011HumanColorectumAD2.57e-164.29e-01-0.1001
140735DYNLL2HTA11_1391_2000001011HumanColorectumAD3.16e-307.86e-01-0.059
140735DYNLL2HTA11_2992_2000001011HumanColorectumSER1.00e-107.00e-01-0.1706
140735DYNLL2HTA11_5212_2000001011HumanColorectumAD1.34e-167.25e-01-0.2061
140735DYNLL2HTA11_5216_2000001011HumanColorectumSER3.70e-085.03e-01-0.1462
140735DYNLL2HTA11_546_2000001011HumanColorectumAD3.76e-105.44e-01-0.0842
140735DYNLL2HTA11_7862_2000001011HumanColorectumAD2.39e-053.06e-01-0.0179
140735DYNLL2HTA11_866_3004761011HumanColorectumAD1.77e-195.20e-010.096
140735DYNLL2HTA11_4255_2000001011HumanColorectumSER3.42e-023.33e-010.0446
140735DYNLL2HTA11_9408_2000001011HumanColorectumAD4.47e-034.15e-010.0451
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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
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
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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
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa049622ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa049623ColorectumMSSVasopressin-regulated water reabsorption17/187544/84659.76e-033.55e-022.18e-0217
hsa051326ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa051327ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0496223EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0496233EsophagusESCCVasopressin-regulated water reabsorption33/420544/84655.27e-041.78e-039.13e-0433
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
hsa049624LiverHCCVasopressin-regulated water reabsorption30/402044/84654.41e-031.32e-027.34e-0330
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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
DYNLL2SNVMissense_Mutationnovelc.175N>Ap.Gly59Serp.G59SQ96FJ2protein_codingdeleterious(0)probably_damaging(0.986)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
DYNLL2SNVMissense_Mutationc.202N>Tp.His68Tyrp.H68YQ96FJ2protein_codingdeleterious(0.04)benign(0.181)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DYNLL2SNVMissense_Mutationnovelc.116C>Tp.Ala39Valp.A39VQ96FJ2protein_codingtolerated(0.12)possibly_damaging(0.539)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DYNLL2SNVMissense_Mutationnovelc.30N>Ap.Asn10Lysp.N10KQ96FJ2protein_codingdeleterious(0.02)possibly_damaging(0.644)TCGA-B5-A5OC-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycisplatinSD
DYNLL2SNVMissense_Mutationc.205G>Ap.Glu69Lysp.E69KQ96FJ2protein_codingdeleterious(0.03)benign(0.382)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DYNLL2SNVMissense_Mutationrs745581029c.64N>Ap.Val22Ilep.V22IQ96FJ2protein_codingtolerated(0.52)benign(0.03)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DYNLL2SNVMissense_Mutationnovelc.263C>Tp.Ser88Leup.S88LQ96FJ2protein_codingdeleterious(0)probably_damaging(0.958)TCGA-49-4512-01Lunglung adenocarcinomaFemale>=65III/IVUnspecificPD
DYNLL2SNVMissense_Mutationc.58N>Ap.Asp20Asnp.D20NQ96FJ2protein_codingtolerated(0.05)benign(0.072)TCGA-66-2758-01Lunglung squamous cell carcinomaMale>=65I/IIChemotherapycisplatinCR
DYNLL2deletionIn_Frame_Delnovelc.140_151delNNNNNNNNNNNNp.Lys48_Asn51delp.K48_N51delQ96FJ2protein_codingTCGA-77-7465-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
DYNLL2SNVMissense_Mutationnovelc.31G>Ap.Ala11Thrp.A11TQ96FJ2protein_codingtolerated(0.1)benign(0.045)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=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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