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: DYNLL1

Gene summary for DYNLL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNLL1

Gene ID

8655

Gene namedynein light chain LC8-type 1
Gene AliasDLC1
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P63167


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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
8655DYNLL1GSM4909277HumanBreastPrecancer1.57e-045.35e-010.0177
8655DYNLL1GSM4909280HumanBreastPrecancer2.23e-021.96e-010.0305
8655DYNLL1GSM4909281HumanBreastIDC6.83e-174.48e-010.21
8655DYNLL1GSM4909282HumanBreastIDC6.13e-053.12e-01-0.0288
8655DYNLL1GSM4909285HumanBreastIDC4.89e-225.19e-010.21
8655DYNLL1GSM4909286HumanBreastIDC7.88e-101.09e-010.1081
8655DYNLL1GSM4909288HumanBreastIDC2.50e-104.83e-010.0988
8655DYNLL1GSM4909290HumanBreastIDC2.92e-175.00e-010.2096
8655DYNLL1GSM4909291HumanBreastIDC1.61e-144.83e-010.1753
8655DYNLL1GSM4909293HumanBreastIDC6.04e-134.23e-010.1581
8655DYNLL1GSM4909296HumanBreastIDC2.79e-173.59e-010.1524
8655DYNLL1GSM4909297HumanBreastIDC3.92e-283.06e-010.1517
8655DYNLL1GSM4909298HumanBreastIDC3.10e-052.44e-010.1551
8655DYNLL1GSM4909299HumanBreastIDC7.86e-042.90e-010.035
8655DYNLL1GSM4909301HumanBreastIDC3.67e-164.32e-010.1577
8655DYNLL1GSM4909304HumanBreastIDC1.04e-264.78e-010.1636
8655DYNLL1GSM4909306HumanBreastIDC6.56e-204.47e-010.1564
8655DYNLL1GSM4909307HumanBreastIDC1.73e-053.17e-010.1569
8655DYNLL1GSM4909308HumanBreastIDC2.11e-093.50e-010.158
8655DYNLL1GSM4909309HumanBreastIDC2.09e-194.44e-010.0483
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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:000974341StomachWIMresponse to carbohydrate18/426253/187232.12e-058.33e-0418
GO:000974641StomachWIMresponse to hexose16/426219/187234.40e-051.38e-0316
GO:190495141StomachWIMpositive regulation of establishment of protein localization19/426319/187231.40e-043.55e-0319
GO:005122241StomachWIMpositive regulation of protein transport18/426303/187232.15e-044.83e-0318
GO:00068094StomachWIMnitric oxide biosynthetic process8/42676/187233.28e-046.57e-038
GO:000974941StomachWIMresponse to glucose14/426212/187233.71e-047.25e-0314
GO:00454284StomachWIMregulation of nitric oxide biosynthetic process7/42662/187235.03e-048.93e-037
GO:00462094StomachWIMnitric oxide metabolic process8/42681/187235.07e-048.97e-038
GO:20010574StomachWIMreactive nitrogen species metabolic process8/42682/187235.51e-049.41e-038
GO:00801644StomachWIMregulation of nitric oxide metabolic process7/42664/187236.11e-041.01e-027
GO:00507144StomachWIMpositive regulation of protein secretion10/426137/187231.18e-031.68e-0210
GO:007133331StomachWIMcellular response to glucose stimulus10/426151/187232.43e-032.84e-0210
GO:007133131StomachWIMcellular response to hexose stimulus10/426153/187232.68e-033.05e-0210
GO:007132631StomachWIMcellular response to monosaccharide stimulus10/426154/187232.81e-033.11e-0210
GO:002176241StomachWIMsubstantia nigra development5/42644/187233.12e-033.27e-025
GO:007132231StomachWIMcellular response to carbohydrate stimulus10/426163/187234.21e-034.01e-0210
GO:005104711StomachWIMpositive regulation of secretion15/426310/187235.13e-034.52e-0215
GO:000974351StomachSIMresponse to carbohydrate25/708253/187231.21e-054.30e-0425
GO:003428451StomachSIMresponse to monosaccharide23/708225/187231.55e-055.19e-0423
GO:000974651StomachSIMresponse to hexose22/708219/187233.09e-059.18e-0422
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513243BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513253BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0513225CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0513235CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
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
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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
DYNLL1SNVMissense_Mutationrs11544060c.11N>Ap.Arg4Glnp.R4QP63167protein_codingtolerated(0.72)benign(0.005)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
DYNLL1SNVMissense_Mutationnovelc.140N>Tp.Asp47Valp.D47VP63167protein_codingdeleterious(0)possibly_damaging(0.834)TCGA-ZJ-AAXI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DYNLL1SNVMissense_Mutationc.70T>Cp.Cys24Argp.C24RP63167protein_codingdeleterious(0.05)benign(0.03)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DYNLL1SNVMissense_Mutationnovelc.263C>Ap.Ser88Tyrp.S88YP63167protein_codingdeleterious(0)probably_damaging(0.968)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
DYNLL1deletionFrame_Shift_Delnovelc.220delAp.Ile74SerfsTer36p.I74Sfs*36P63167protein_codingTCGA-44-7672-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
DYNLL1deletionFrame_Shift_Delnovelc.222_225delCTACp.Tyr75SerfsTer34p.Y75Sfs*34P63167protein_codingTCGA-44-7672-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
DYNLL1insertionFrame_Shift_Insnovelc.176_177insTp.Arg60GlufsTer5p.R60Efs*5P63167protein_codingTCGA-85-8070-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
DYNLL1SNVMissense_Mutationrs748141393c.100N>Gp.Ile34Valp.I34VP63167protein_codingtolerated(0.57)benign(0.007)TCGA-CN-6988-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
DYNLL1SNVMissense_Mutationrs796315584c.65N>Cp.Val22Alap.V22AP63167protein_codingdeleterious(0.05)benign(0.13)TCGA-VQ-A91D-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
DYNLL1SNVMissense_Mutationnovelc.175N>Tp.Gly59Trpp.G59WP63167protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-E8-A2EA-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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