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: DNAAF4

Gene summary for DNAAF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DNAAF4

Gene ID

161582

Gene namedynein axonemal assembly factor 4
Gene AliasCILD25
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8WXU2


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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
161582DNAAF4RNA-P24T2-P24T2-2HumanLungIAC2.30e-041.00e+000.0057
161582DNAAF4RNA-P6T1-P6T1-4HumanLungMIAC2.24e-046.52e-01-0.0263
161582DNAAF4RNA-P6T2-P6T2-1HumanLungIAC1.51e-021.80e-01-0.0166
161582DNAAF4RNA-P6T2-P6T2-2HumanLungIAC1.06e-021.73e-01-0.0132
161582DNAAF4RNA-P6T2-P6T2-3HumanLungIAC4.32e-031.96e-01-0.013
161582DNAAF4PTC01HumanThyroidPTC2.61e-102.04e-010.1899
161582DNAAF4PTC03HumanThyroidPTC9.50e-072.71e-010.1784
161582DNAAF4PTC04HumanThyroidPTC5.96e-081.48e-010.1927
161582DNAAF4PTC05HumanThyroidPTC6.87e-113.66e-010.2065
161582DNAAF4PTC06HumanThyroidPTC1.13e-174.23e-010.2057
161582DNAAF4PTC07HumanThyroidPTC6.99e-294.95e-010.2044
161582DNAAF4ATC11HumanThyroidATC7.49e-032.55e-010.3386
161582DNAAF4ATC12HumanThyroidATC5.14e-039.59e-020.34
161582DNAAF4ATC13HumanThyroidATC1.28e-061.52e-010.34
161582DNAAF4ATC3HumanThyroidATC6.22e-032.13e-010.338
161582DNAAF4ATC4HumanThyroidATC1.21e-031.15e-010.34
161582DNAAF4ATC5HumanThyroidATC1.28e-061.62e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00602711LungMIACcilium assembly37/967337/187231.29e-059.85e-0437
GO:00447821LungMIACcilium organization38/967368/187233.93e-052.08e-0338
GO:007138323LungMIACcellular response to steroid hormone stimulus25/967204/187235.46e-052.75e-0325
GO:004854523LungMIACresponse to steroid hormone34/967339/187231.73e-046.42e-0334
GO:003052223LungMIACintracellular receptor signaling pathway27/967265/187236.08e-041.50e-0227
GO:006113623LungMIACregulation of proteasomal protein catabolic process21/967187/187236.85e-041.59e-0221
GO:003314322LungMIACregulation of intracellular steroid hormone receptor signaling pathway11/96774/187231.39e-032.51e-0211
GO:003051822LungMIACintracellular steroid hormone receptor signaling pathway14/967116/187232.62e-033.71e-0214
GO:001049823LungMIACproteasomal protein catabolic process40/967490/187232.92e-033.99e-0240
GO:0010498113ThyroidPTCproteasomal protein catabolic process297/5968490/187234.58e-409.63e-37297
GO:0042176113ThyroidPTCregulation of protein catabolic process231/5968391/187234.76e-292.14e-26231
GO:1903362113ThyroidPTCregulation of cellular protein catabolic process162/5968255/187231.62e-255.12e-23162
GO:1903050113ThyroidPTCregulation of proteolysis involved in cellular protein catabolic process140/5968221/187234.63e-221.01e-19140
GO:0061136113ThyroidPTCregulation of proteasomal protein catabolic process121/5968187/187232.25e-203.37e-18121
GO:0048545113ThyroidPTCresponse to steroid hormone158/5968339/187238.10e-092.00e-07158
GO:003052228ThyroidPTCintracellular receptor signaling pathway126/5968265/187236.31e-081.31e-06126
GO:0030518111ThyroidPTCintracellular steroid hormone receptor signaling pathway63/5968116/187234.53e-077.41e-0663
GO:0071383112ThyroidPTCcellular response to steroid hormone stimulus98/5968204/187239.83e-071.47e-0598
GO:004340124ThyroidPTCsteroid hormone mediated signaling pathway69/5968136/187233.57e-064.58e-0569
GO:003314310ThyroidPTCregulation of intracellular steroid hormone receptor signaling pathway42/596874/187238.40e-069.62e-0542
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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
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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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