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: DNAAF5

Gene summary for DNAAF5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAAF5

Gene ID

54919

Gene namedynein axonemal assembly factor 5
Gene AliasCILD18
Cytomap7p22.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B3KPE2


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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
54919DNAAF5P27T-EHumanEsophagusESCC1.55e-061.98e-010.1055
54919DNAAF5P28T-EHumanEsophagusESCC1.33e-224.27e-010.1149
54919DNAAF5P30T-EHumanEsophagusESCC1.43e-206.65e-010.137
54919DNAAF5P31T-EHumanEsophagusESCC7.45e-061.80e-010.1251
54919DNAAF5P32T-EHumanEsophagusESCC1.80e-153.37e-010.1666
54919DNAAF5P37T-EHumanEsophagusESCC1.38e-184.53e-010.1371
54919DNAAF5P39T-EHumanEsophagusESCC5.78e-035.86e-020.0894
54919DNAAF5P40T-EHumanEsophagusESCC6.22e-031.47e-010.109
54919DNAAF5P42T-EHumanEsophagusESCC1.01e-123.69e-010.1175
54919DNAAF5P47T-EHumanEsophagusESCC1.95e-021.20e-010.1067
54919DNAAF5P48T-EHumanEsophagusESCC2.13e-041.29e-010.0959
54919DNAAF5P52T-EHumanEsophagusESCC6.40e-112.12e-010.1555
54919DNAAF5P54T-EHumanEsophagusESCC1.29e-041.66e-010.0975
54919DNAAF5P56T-EHumanEsophagusESCC4.53e-034.68e-010.1613
54919DNAAF5P57T-EHumanEsophagusESCC3.53e-037.09e-020.0926
54919DNAAF5P62T-EHumanEsophagusESCC6.87e-265.63e-010.1302
54919DNAAF5P74T-EHumanEsophagusESCC9.59e-062.51e-010.1479
54919DNAAF5P75T-EHumanEsophagusESCC6.65e-101.21e-010.1125
54919DNAAF5P76T-EHumanEsophagusESCC1.52e-041.46e-010.1207
54919DNAAF5P79T-EHumanEsophagusESCC5.11e-101.70e-010.1154
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
DNAAF5SNVMissense_Mutationnovelc.2419N>Ap.Asp807Asnp.D807NQ86Y56protein_codingtolerated(0.24)benign(0.038)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DNAAF5SNVMissense_Mutationnovelc.898N>Cp.Glu300Glnp.E300QQ86Y56protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A2-A0YH-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
DNAAF5SNVMissense_Mutationnovelc.949C>Ap.Gln317Lysp.Q317KQ86Y56protein_codingdeleterious(0.01)benign(0.214)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
DNAAF5SNVMissense_Mutationrs773744343c.1507N>Tp.Ala503Serp.A503SQ86Y56protein_codingtolerated(0.21)benign(0.009)TCGA-C8-A26X-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
DNAAF5SNVMissense_Mutationc.2311C>Gp.Leu771Valp.L771VQ86Y56protein_codingdeleterious(0.01)possibly_damaging(0.902)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
DNAAF5SNVMissense_Mutationc.2417N>Cp.Gln806Prop.Q806PQ86Y56protein_codingdeleterious(0)probably_damaging(0.98)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
DNAAF5SNVMissense_Mutationc.2366A>Gp.Tyr789Cysp.Y789CQ86Y56protein_codingtolerated(0.11)possibly_damaging(0.49)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAAF5SNVMissense_Mutationnovelc.2081N>Gp.Gln694Argp.Q694RQ86Y56protein_codingtolerated(0.11)benign(0.218)TCGA-AG-3584-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyfolinicPD
DNAAF5SNVMissense_Mutationrs534027051c.1714G>Ap.Ala572Thrp.A572TQ86Y56protein_codingtolerated(0.32)benign(0.127)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
DNAAF5SNVMissense_Mutationrs749838774c.829N>Tp.Arg277Cysp.R277CQ86Y56protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid 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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