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: NDUFAF8

Gene summary for NDUFAF8

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFAF8

Gene ID

284184

Gene nameNADH:ubiquinone oxidoreductase complex assembly factor 8
Gene AliasC17orf89
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A1L188


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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
284184NDUFAF8GSM4909281HumanBreastIDC6.15e-245.96e-010.21
284184NDUFAF8GSM4909282HumanBreastIDC2.05e-032.57e-01-0.0288
284184NDUFAF8GSM4909285HumanBreastIDC3.42e-082.33e-010.21
284184NDUFAF8GSM4909286HumanBreastIDC3.40e-356.04e-010.1081
284184NDUFAF8GSM4909289HumanBreastIDC2.37e-036.19e-010.1064
284184NDUFAF8GSM4909290HumanBreastIDC9.76e-156.20e-010.2096
284184NDUFAF8GSM4909293HumanBreastIDC1.60e-184.23e-010.1581
284184NDUFAF8GSM4909296HumanBreastIDC1.18e-03-2.40e-010.1524
284184NDUFAF8GSM4909298HumanBreastIDC5.62e-256.03e-010.1551
284184NDUFAF8GSM4909301HumanBreastIDC7.79e-135.82e-010.1577
284184NDUFAF8GSM4909302HumanBreastIDC1.36e-033.85e-010.1545
284184NDUFAF8GSM4909306HumanBreastIDC2.38e-022.19e-010.1564
284184NDUFAF8GSM4909307HumanBreastIDC2.95e-104.70e-010.1569
284184NDUFAF8GSM4909308HumanBreastIDC1.70e-185.44e-010.158
284184NDUFAF8GSM4909311HumanBreastIDC1.19e-11-3.51e-030.1534
284184NDUFAF8GSM4909317HumanBreastIDC7.84e-032.40e-010.1355
284184NDUFAF8GSM4909319HumanBreastIDC4.49e-282.40e-010.1563
284184NDUFAF8GSM4909320HumanBreastIDC2.94e-198.37e-010.1575
284184NDUFAF8GSM4909321HumanBreastIDC1.12e-083.46e-010.1559
284184NDUFAF8brca1HumanBreastPrecancer1.23e-14-3.30e-01-0.0338
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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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00102578BreastPrecancerNADH dehydrogenase complex assembly19/108057/187231.93e-101.92e-0819
GO:00329818BreastPrecancermitochondrial respiratory chain complex I assembly19/108057/187231.93e-101.92e-0819
GO:00331088BreastPrecancermitochondrial respiratory chain complex assembly24/108093/187233.39e-103.16e-0824
GO:001025713BreastIDCNADH dehydrogenase complex assembly22/143457/187236.20e-118.80e-0922
GO:003298113BreastIDCmitochondrial respiratory chain complex I assembly22/143457/187236.20e-118.80e-0922
GO:003310813BreastIDCmitochondrial respiratory chain complex assembly28/143493/187231.54e-101.83e-0828
GO:001025723BreastDCISNADH dehydrogenase complex assembly22/139057/187233.38e-115.17e-0922
GO:003298123BreastDCISmitochondrial respiratory chain complex I assembly22/139057/187233.38e-115.17e-0922
GO:003310823BreastDCISmitochondrial respiratory chain complex assembly28/139093/187237.50e-119.43e-0928
GO:003310820EsophagusHGINmitochondrial respiratory chain complex assembly47/258793/187233.15e-178.60e-1547
GO:001025720EsophagusHGINNADH dehydrogenase complex assembly31/258757/187235.89e-138.62e-1131
GO:003298120EsophagusHGINmitochondrial respiratory chain complex I assembly31/258757/187235.89e-138.62e-1131
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:0010257110EsophagusESCCNADH dehydrogenase complex assembly50/855257/187233.78e-111.24e-0950
GO:0032981110EsophagusESCCmitochondrial respiratory chain complex I assembly50/855257/187233.78e-111.24e-0950
GO:003310812LiverHCCmitochondrial respiratory chain complex assembly80/795893/187233.47e-184.15e-1680
GO:001025712LiverHCCNADH dehydrogenase complex assembly50/795857/187231.50e-127.20e-1150
GO:003298112LiverHCCmitochondrial respiratory chain complex I assembly50/795857/187231.50e-127.20e-1150
GO:003310824SkincSCCmitochondrial respiratory chain complex assembly64/486493/187235.48e-186.58e-1664
GO:001025724SkincSCCNADH dehydrogenase complex assembly42/486457/187236.46e-144.09e-1242
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0471424BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471434BreastIDCThermogenesis75/867232/84658.41e-213.04e-192.27e-1975
hsa0471443BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0471453BreastDCISThermogenesis74/846232/84658.72e-213.13e-192.30e-1974
hsa0471439EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa04714114EsophagusHGINThermogenesis91/1383232/84651.97e-175.36e-164.25e-1691
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471412StomachGCThermogenesis56/708232/84651.35e-134.32e-123.04e-1256
hsa0471413StomachGCThermogenesis56/708232/84651.35e-134.32e-123.04e-1256
hsa0471421StomachCAG with IMThermogenesis55/640232/84657.01e-152.23e-131.56e-1355
hsa0471431StomachCAG with IMThermogenesis55/640232/84657.01e-152.23e-131.56e-1355
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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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