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: DYNLRB1

Gene summary for DYNLRB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DYNLRB1

Gene ID

83658

Gene namedynein light chain roadblock-type 1
Gene AliasBITH
Cytomap20q11.22
Gene Typeprotein-coding
GO ID

GO:0006928

UniProtAcc

B4DFR2


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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
83658DYNLRB1GSM4909294HumanBreastIDC1.13e-091.47e-010.2022
83658DYNLRB1GSM4909296HumanBreastIDC1.16e-13-2.37e-010.1524
83658DYNLRB1GSM4909297HumanBreastIDC1.09e-22-1.12e-040.1517
83658DYNLRB1GSM4909298HumanBreastIDC7.93e-052.84e-010.1551
83658DYNLRB1GSM4909301HumanBreastIDC2.12e-315.30e-010.1577
83658DYNLRB1GSM4909304HumanBreastIDC9.55e-134.02e-010.1636
83658DYNLRB1GSM4909308HumanBreastIDC2.80e-022.54e-010.158
83658DYNLRB1GSM4909309HumanBreastIDC2.88e-02-1.64e-020.0483
83658DYNLRB1GSM4909311HumanBreastIDC1.72e-41-2.60e-010.1534
83658DYNLRB1GSM4909312HumanBreastIDC1.33e-14-7.02e-020.1552
83658DYNLRB1GSM4909315HumanBreastIDC1.54e-083.57e-010.21
83658DYNLRB1GSM4909316HumanBreastIDC5.86e-073.53e-010.21
83658DYNLRB1GSM4909319HumanBreastIDC3.24e-50-2.23e-010.1563
83658DYNLRB1GSM4909320HumanBreastIDC5.00e-132.91e-010.1575
83658DYNLRB1GSM4909321HumanBreastIDC1.00e-217.81e-020.1559
83658DYNLRB1brca1HumanBreastPrecancer4.59e-022.93e-01-0.0338
83658DYNLRB1M2HumanBreastIDC3.77e-07-2.15e-010.21
83658DYNLRB1NCCBC14HumanBreastDCIS9.23e-172.48e-010.2021
83658DYNLRB1NCCBC2HumanBreastDCIS1.90e-077.53e-020.1554
83658DYNLRB1NCCBC3HumanBreastDCIS1.38e-02-4.76e-030.1198
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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
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:00093148BreastPrecancerresponse to radiation47/1080456/187238.39e-051.62e-0347
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:000931422BreastDCISresponse to radiation62/1390456/187232.56e-068.87e-0562
GO:00093149CervixCCresponse to radiation86/2311456/187233.50e-055.63e-0486
GO:00094163CervixCCresponse to light stimulus54/2311320/187231.03e-024.97e-0254
GO:000931410EndometriumAEHresponse to radiation70/2100456/187233.99e-032.68e-0270
GO:000931413EndometriumEECresponse to radiation71/2168456/187235.69e-033.42e-0271
GO:000931418EsophagusHGINresponse to radiation88/2587456/187236.26e-048.65e-0388
GO:00094165EsophagusHGINresponse to light stimulus61/2587320/187235.20e-034.30e-0261
GO:000931419EsophagusESCCresponse to radiation277/8552456/187234.42e-111.43e-09277
GO:000941611EsophagusESCCresponse to light stimulus183/8552320/187232.03e-051.76e-04183
GO:00093146LiverHCCresponse to radiation223/7958456/187233.08e-031.43e-02223
GO:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:000931417Oral cavityLPresponse to radiation155/4623456/187234.12e-068.49e-05155
GO:000931432Oral cavityNEOLPresponse to radiation71/2005456/187237.84e-046.25e-0371
GO:000931414ProstateBPHresponse to radiation105/3107456/187232.07e-041.70e-03105
GO:000931415ProstateTumorresponse to radiation109/3246456/187231.94e-041.70e-03109
GO:000931424SkincSCCresponse to radiation166/4864456/187234.37e-078.41e-06166
GO:000941621SkincSCCresponse to light stimulus107/4864320/187231.66e-031.02e-02107
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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
hsa0513244CervixN_HPVSalmonella infection28/349249/84651.18e-061.64e-051.28e-0528
hsa0513254CervixN_HPVSalmonella infection28/349249/84651.18e-061.64e-051.28e-0528
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
hsa051328ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa051329ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa048144EndometriumAEHMotor 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
DYNLRB1SNVMissense_Mutationnovelc.257N>Gp.Tyr86Cysp.Y86CQ9NP97protein_codingdeleterious(0)probably_damaging(0.918)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
DYNLRB1SNVMissense_Mutationc.214C>Tp.Arg72Cysp.R72CQ9NP97protein_codingdeleterious(0.03)possibly_damaging(0.803)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
DYNLRB1SNVMissense_Mutationc.160C>Tp.Arg54Trpp.R54WQ9NP97protein_codingdeleterious(0.01)benign(0.065)TCGA-B5-A0K9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
DYNLRB1SNVMissense_Mutationrs754704650c.64G>Ap.Val22Ilep.V22IQ9NP97protein_codingtolerated(0.93)benign(0.059)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
DYNLRB1SNVMissense_Mutationnovelc.9G>Tp.Glu3Aspp.E3DQ9NP97protein_codingtolerated(0.17)benign(0.12)TCGA-73-A9RS-01Lunglung adenocarcinomaMale<65I/IIChemotherapycarboplatinPD
DYNLRB1SNVMissense_Mutationnovelc.205N>Tp.Leu69Phep.L69FQ9NP97protein_codingtolerated(0.06)probably_damaging(0.919)TCGA-21-1079-01Lunglung squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
DYNLRB1SNVMissense_Mutationc.223N>Gp.Lys75Glup.K75EQ9NP97protein_codingdeleterious(0)possibly_damaging(0.629)TCGA-63-5131-01Lunglung squamous cell carcinomaMaleUnknownI/IIUnknownUnknownSD
DYNLRB1SNVMissense_Mutationnovelc.269N>Cp.Val90Alap.V90AQ9NP97protein_codingdeleterious(0.01)benign(0.077)TCGA-CN-4738-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
DYNLRB1SNVMissense_Mutationc.136N>Gp.Met46Valp.M46VQ9NP97protein_codingtolerated(0.2)benign(0.001)TCGA-HU-A4GN-01Stomachstomach adenocarcinomaMale<65I/IIChemotherapymitomycinPD
DYNLRB1SNVMissense_Mutationnovelc.103N>Ap.Asp35Asnp.D35NQ9NP97protein_codingtolerated(0.07)possibly_damaging(0.6)TCGA-IN-A6RL-01Stomachstomach adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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