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: DNAH5

Gene summary for DNAH5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAH5

Gene ID

1767

Gene namedynein axonemal heavy chain 5
Gene AliasCILD3
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q8TE73


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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
1767DNAH5C04HumanOral cavityOSCC2.09e-351.82e+000.2633
1767DNAH5C21HumanOral cavityOSCC7.14e-041.57e-010.2678
1767DNAH5SYSMH2HumanOral cavityOSCC4.32e-076.58e-010.2326
1767DNAH5SYSMH3HumanOral cavityOSCC5.39e-167.09e-010.2442
1767DNAH5SYSMH5HumanOral cavityOSCC1.09e-261.05e+000.0647
1767DNAH5HTA12-25-1HumanPancreasPDAC2.50e-034.72e-010.313
1767DNAH5HTA12-26-1HumanPancreasPDAC4.34e-147.27e-010.3728
1767DNAH5HTA12-29-1HumanPancreasPDAC6.09e-123.98e-010.3722
1767DNAH5HTA12-32-1HumanPancreasPDAC1.20e-027.98e-010.3624
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:0021591Oral cavityOSCCventricular system development18/730529/187231.00e-023.49e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa05016112Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
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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
DNAH5SNVMissense_Mutationc.4218N>Tp.Lys1406Asnp.K1406NQ8TE73protein_codingdeleterious(0.02)probably_damaging(0.965)TCGA-A1-A0SN-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyacSD
DNAH5SNVMissense_Mutationc.3920N>Tp.Glu1307Valp.E1307VQ8TE73protein_codingtolerated(0.06)benign(0.007)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
DNAH5SNVMissense_Mutationc.5639C>Tp.Ser1880Phep.S1880FQ8TE73protein_codingdeleterious(0.01)possibly_damaging(0.497)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DNAH5SNVMissense_Mutationc.10927N>Gp.Leu3643Valp.L3643VQ8TE73protein_codingdeleterious(0.01)possibly_damaging(0.842)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
DNAH5SNVMissense_Mutationc.8384N>Ap.Arg2795Glnp.R2795QQ8TE73protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DNAH5SNVMissense_Mutationrs759136593c.13580N>Ap.Ala4527Aspp.A4527DQ8TE73protein_codingtolerated(0.42)benign(0.012)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
DNAH5SNVMissense_Mutationc.13682T>Ap.Phe4561Tyrp.F4561YQ8TE73protein_codingtolerated(0.46)benign(0.107)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
DNAH5SNVMissense_Mutationrs199916139c.13570N>Ap.Asp4524Asnp.D4524NQ8TE73protein_codingdeleterious(0.01)probably_damaging(0.948)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAH5SNVMissense_Mutationc.1504N>Ap.Glu502Lysp.E502KQ8TE73protein_codingdeleterious(0)possibly_damaging(0.728)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAH5SNVMissense_Mutationc.878N>Tp.Arg293Ilep.R293IQ8TE73protein_codingdeleterious(0.03)probably_damaging(0.976)TCGA-AN-A046-01Breastbreast invasive 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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