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: DYNLT1

Gene summary for DYNLT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNLT1

Gene ID

6993

Gene namedynein light chain Tctex-type 1
Gene AliasCW-1
Cytomap6q25.3
Gene Typeprotein-coding
GO ID

GO:0000132

UniProtAcc

P63172


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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
6993DYNLT1GSM4909281HumanBreastIDC3.29e-124.26e-010.21
6993DYNLT1GSM4909285HumanBreastIDC1.91e-245.55e-010.21
6993DYNLT1GSM4909286HumanBreastIDC2.36e-032.87e-010.1081
6993DYNLT1GSM4909288HumanBreastIDC3.29e-02-1.42e-010.0988
6993DYNLT1GSM4909290HumanBreastIDC2.23e-225.73e-010.2096
6993DYNLT1GSM4909294HumanBreastIDC2.04e-203.07e-010.2022
6993DYNLT1GSM4909296HumanBreastIDC3.97e-10-1.13e-010.1524
6993DYNLT1GSM4909297HumanBreastIDC5.35e-22-4.15e-010.1517
6993DYNLT1GSM4909298HumanBreastIDC1.25e-022.46e-010.1551
6993DYNLT1GSM4909301HumanBreastIDC8.10e-122.94e-010.1577
6993DYNLT1GSM4909306HumanBreastIDC2.17e-215.30e-010.1564
6993DYNLT1GSM4909307HumanBreastIDC4.61e-255.05e-010.1569
6993DYNLT1GSM4909308HumanBreastIDC5.88e-356.15e-010.158
6993DYNLT1GSM4909311HumanBreastIDC3.13e-44-2.60e-010.1534
6993DYNLT1GSM4909312HumanBreastIDC3.81e-09-2.29e-020.1552
6993DYNLT1GSM4909315HumanBreastIDC1.12e-497.39e-010.21
6993DYNLT1GSM4909316HumanBreastIDC2.19e-235.85e-010.21
6993DYNLT1GSM4909318HumanBreastIDC7.90e-041.91e-010.2031
6993DYNLT1GSM4909319HumanBreastIDC1.17e-53-4.14e-010.1563
6993DYNLT1GSM4909320HumanBreastIDC2.40e-06-2.39e-010.1575
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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
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:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
GO:00507929BreastPrecancerregulation of viral process27/1080164/187237.59e-073.05e-0527
GO:00444099BreastPrecancerentry into host25/1080151/187231.74e-066.19e-0525
GO:00467189BreastPrecancerviral entry into host cell24/1080144/187232.46e-068.35e-0524
GO:00070066BreastPrecancermitochondrial membrane organization20/1080116/187239.88e-062.61e-0420
GO:00905595BreastPrecancerregulation of membrane permeability15/108078/187233.35e-057.29e-0415
GO:00469025BreastPrecancerregulation of mitochondrial membrane permeability13/108063/187235.13e-051.07e-0313
GO:1905709BreastPrecancernegative regulation of membrane permeability4/108012/187233.75e-033.04e-024
GO:00071638BreastPrecancerestablishment or maintenance of cell polarity23/1080218/187233.82e-033.06e-0223
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:000683913BreastIDCmitochondrial transport51/1434254/187231.54e-101.83e-0851
GO:004440314BreastIDCbiological process involved in symbiotic interaction52/1434290/187236.55e-095.03e-0752
GO:005079214BreastIDCregulation of viral process36/1434164/187236.55e-095.03e-0736
GO:005212614BreastIDCmovement in host environment32/1434175/187233.33e-061.22e-0432
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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
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
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
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
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
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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
DYNLT1SNVMissense_Mutationc.16N>Ap.Ala6Thrp.A6TP63172protein_codingtolerated(0.64)benign(0.001)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DYNLT1SNVMissense_Mutationnovelc.65N>Gp.Lys22Argp.K22RP63172protein_codingtolerated(0.09)benign(0.363)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DYNLT1SNVMissense_Mutationrs142843740c.82G>Ap.Ala28Thrp.A28TP63172protein_codingtolerated(0.59)benign(0.003)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DYNLT1SNVMissense_Mutationnovelc.338T>Gp.Ile113Serp.I113SP63172protein_codingdeleterious(0)probably_damaging(0.925)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DYNLT1SNVMissense_Mutationrs151068285c.13C>Gp.Gln5Glup.Q5EP63172protein_codingtolerated(0.47)benign(0)TCGA-35-3615-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
DYNLT1SNVMissense_Mutationc.284N>Gp.Val95Glyp.V95GP63172protein_codingdeleterious(0)possibly_damaging(0.777)TCGA-HC-A4ZV-01Prostateprostate adenocarcinomaMale<659UnknownUnknownSD
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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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