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: DNAAF2

Gene summary for DNAAF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAAF2

Gene ID

55172

Gene namedynein axonemal assembly factor 2
Gene AliasC14orf104
Cytomap14q21.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q9NVR5


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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
55172DNAAF2LZE2THumanEsophagusESCC7.45e-045.92e-010.082
55172DNAAF2LZE4THumanEsophagusESCC3.31e-113.54e-010.0811
55172DNAAF2LZE7THumanEsophagusESCC2.25e-062.48e-010.0667
55172DNAAF2LZE20THumanEsophagusESCC4.19e-062.09e-010.0662
55172DNAAF2LZE24THumanEsophagusESCC5.81e-084.31e-010.0596
55172DNAAF2LZE6THumanEsophagusESCC8.52e-062.37e-010.0845
55172DNAAF2P2T-EHumanEsophagusESCC2.76e-336.32e-010.1177
55172DNAAF2P4T-EHumanEsophagusESCC2.17e-389.73e-010.1323
55172DNAAF2P5T-EHumanEsophagusESCC1.97e-338.18e-010.1327
55172DNAAF2P8T-EHumanEsophagusESCC9.87e-142.86e-010.0889
55172DNAAF2P9T-EHumanEsophagusESCC7.44e-093.43e-010.1131
55172DNAAF2P10T-EHumanEsophagusESCC5.40e-377.45e-010.116
55172DNAAF2P11T-EHumanEsophagusESCC4.05e-134.70e-010.1426
55172DNAAF2P12T-EHumanEsophagusESCC2.95e-397.22e-010.1122
55172DNAAF2P15T-EHumanEsophagusESCC4.75e-317.38e-010.1149
55172DNAAF2P16T-EHumanEsophagusESCC1.22e-255.57e-010.1153
55172DNAAF2P17T-EHumanEsophagusESCC4.05e-134.31e-010.1278
55172DNAAF2P19T-EHumanEsophagusESCC5.97e-055.20e-010.1662
55172DNAAF2P20T-EHumanEsophagusESCC4.37e-244.91e-010.1124
55172DNAAF2P21T-EHumanEsophagusESCC2.88e-203.58e-010.1617
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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
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
∗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:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00991114EsophagusESCCmicrotubule-based transport115/8552190/187232.54e-052.15e-04115
GO:00325261EsophagusESCCresponse to retinoic acid63/8552107/187234.05e-031.62e-0263
GO:00017015LiverCirrhoticin utero embryonic development134/4634367/187232.78e-076.86e-06134
GO:000170111LiverHCCin utero embryonic development204/7958367/187232.44e-074.30e-06204
GO:000170116Oral cavityOSCCin utero embryonic development207/7305367/187237.92e-122.95e-10207
GO:00991113Oral cavityOSCCmicrotubule-based transport96/7305190/187237.92e-044.27e-0396
GO:0032526Oral cavityOSCCresponse to retinoic acid54/7305107/187231.04e-023.54e-0254
GO:000170117Oral cavityLPin utero embryonic development142/4623367/187231.48e-096.75e-08142
GO:000170124SkincSCCin utero embryonic development150/4864367/187232.47e-101.04e-08150
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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
DNAAF2SNVMissense_Mutationc.1993N>Gp.Gln665Glup.Q665EQ9NVR5protein_codingtolerated(0.29)benign(0)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DNAAF2insertionNonsense_Mutationnovelc.1911_1912insTGCTAGGATTACAGGCATGAGCCACCp.Val638CysfsTer2p.V638Cfs*2Q9NVR5protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
DNAAF2SNVMissense_Mutationrs137853191c.23N>Tp.Ser8Leup.S8LQ9NVR5protein_codingdeleterious(0)probably_damaging(0.975)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
DNAAF2SNVMissense_Mutationrs746751400c.1772N>Tp.Ser591Leup.S591LQ9NVR5protein_codingtolerated(0.22)benign(0.006)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DNAAF2SNVMissense_Mutationnovelc.2225N>Cp.Lys742Thrp.K742TQ9NVR5protein_codingdeleterious(0.01)benign(0.138)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAAF2SNVMissense_Mutationc.184G>Ap.Glu62Lysp.E62KQ9NVR5protein_codingdeleterious(0)benign(0.444)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
DNAAF2SNVMissense_Mutationc.1609N>Gp.Leu537Valp.L537VQ9NVR5protein_codingtolerated(0.17)benign(0.03)TCGA-AD-6963-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
DNAAF2SNVMissense_Mutationc.1472G>Ap.Ser491Asnp.S491NQ9NVR5protein_codingtolerated(0.68)benign(0)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
DNAAF2SNVMissense_Mutationnovelc.2453N>Cp.Lys818Thrp.K818TQ9NVR5protein_codingdeleterious(0.01)possibly_damaging(0.738)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
DNAAF2SNVMissense_Mutationc.1685N>Tp.Ser562Phep.S562FQ9NVR5protein_codingtolerated(0.06)benign(0.026)TCGA-G5-6233-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPD
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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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