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:00217629BreastPrecancersubstantia nigra development15/108044/187231.12e-087.98e-0715
GO:00309018BreastPrecancermidbrain development20/108090/187231.50e-077.93e-0620
GO:00488578BreastPrecancerneural nucleus development16/108064/187234.76e-072.11e-0516
GO:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00425938BreastPrecancerglucose homeostasis31/1080258/187238.89e-051.69e-0331
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00335008BreastPrecancercarbohydrate homeostasis31/1080259/187239.56e-051.79e-0331
GO:00097469BreastPrecancerresponse to hexose27/1080219/187231.61e-042.69e-0327
GO:00097498BreastPrecancerresponse to glucose25/1080212/187235.46e-047.00e-0325
GO:00016787BreastPrecancercellular glucose homeostasis21/1080172/187239.38e-041.06e-0221
GO:00713337BreastPrecancercellular response to glucose stimulus19/1080151/187231.12e-031.23e-0219
GO:00713228BreastPrecancercellular response to carbohydrate stimulus20/1080163/187231.15e-031.26e-0220
GO:00713317BreastPrecancercellular response to hexose stimulus19/1080153/187231.31e-031.39e-0219
GO:00713267BreastPrecancercellular response to monosaccharide stimulus19/1080154/187231.42e-031.48e-0219
GO:00512229BreastPrecancerpositive regulation of protein transport31/1080303/187231.44e-031.50e-0231
GO:00507086BreastPrecancerregulation of protein secretion28/1080268/187231.76e-031.74e-0228
GO:00158336BreastPrecancerpeptide transport27/1080264/187232.84e-032.49e-0227
GO:00900875BreastPrecancerregulation of peptide transport22/1080202/187233.14e-032.65e-0222
GO:00300736BreastPrecancerinsulin secretion21/1080195/187234.38e-033.42e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051326ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa051327ColorectumMSI-HSalmonella infection43/797249/84655.91e-058.33e-046.98e-0443
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa048144EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa0481411EndometriumAEHMotor proteins42/1197193/84652.41e-031.42e-021.04e-0242
hsa0513227EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa048142EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
hsa0513236EndometriumEECSalmonella infection71/1237249/84657.11e-091.30e-079.69e-0871
hsa048143EndometriumEECMotor proteins42/1237193/84654.43e-032.39e-021.78e-0242
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
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
hsa0513214LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513215LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
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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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