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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ATP5F1C

Gene summary for ATP5F1C

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5F1C

Gene ID

509

Gene nameATP synthase F1 subunit gamma
Gene AliasATP5C
Cytomap10p14
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

P36542


Top

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
509ATP5F1CGSM4909281HumanBreastIDC5.14e-165.46e-010.21
509ATP5F1CGSM4909282HumanBreastIDC2.09e-073.39e-01-0.0288
509ATP5F1CGSM4909285HumanBreastIDC1.30e-781.12e+000.21
509ATP5F1CGSM4909286HumanBreastIDC5.43e-174.19e-010.1081
509ATP5F1CGSM4909287HumanBreastIDC9.30e-053.75e-010.2057
509ATP5F1CGSM4909290HumanBreastIDC4.42e-022.73e-010.2096
509ATP5F1CGSM4909293HumanBreastIDC6.65e-061.72e-010.1581
509ATP5F1CGSM4909296HumanBreastIDC1.77e-021.98e-010.1524
509ATP5F1CGSM4909297HumanBreastIDC1.23e-027.58e-020.1517
509ATP5F1CGSM4909298HumanBreastIDC9.92e-038.18e-020.1551
509ATP5F1CGSM4909305HumanBreastIDC1.97e-073.90e-010.0436
509ATP5F1CGSM4909306HumanBreastIDC9.97e-073.14e-010.1564
509ATP5F1CGSM4909307HumanBreastIDC8.39e-033.11e-010.1569
509ATP5F1CGSM4909308HumanBreastIDC2.09e-215.68e-010.158
509ATP5F1CGSM4909311HumanBreastIDC9.56e-15-2.02e-020.1534
509ATP5F1CGSM4909312HumanBreastIDC2.15e-073.37e-010.1552
509ATP5F1CGSM4909315HumanBreastIDC9.83e-226.42e-010.21
509ATP5F1CGSM4909316HumanBreastIDC1.03e-096.18e-010.21
509ATP5F1CGSM4909317HumanBreastIDC1.26e-042.68e-010.1355
509ATP5F1CGSM4909318HumanBreastIDC1.08e-045.75e-010.2031
Page: 1 2 3 4 5 6 7 8 9 10 11 

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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00067549EndometriumAEHATP biosynthetic process24/210057/187232.58e-091.98e-0724
GO:00091999EndometriumAEHribonucleoside triphosphate metabolic process31/210089/187233.47e-092.51e-0731
GO:00091429EndometriumAEHnucleoside triphosphate biosynthetic process30/210085/187234.34e-093.10e-0730
GO:00427768EndometriumAEHmitochondrial ATP synthesis coupled proton transport13/210019/187236.06e-094.28e-0713
GO:000914110EndometriumAEHnucleoside triphosphate metabolic process35/2100112/187239.17e-096.25e-0735
GO:190260010EndometriumAEHproton transmembrane transport43/2100157/187231.70e-081.04e-0643
GO:19905429EndometriumAEHmitochondrial transmembrane transport31/2100102/187231.29e-075.97e-0631
GO:000915016EndometriumAEHpurine ribonucleotide metabolic process68/2100368/187232.26e-054.35e-0468
GO:000616316EndometriumAEHpurine nucleotide metabolic process70/2100396/187237.46e-051.13e-0370
GO:000925910EndometriumAEHribonucleotide metabolic process68/2100385/187239.63e-051.39e-0368
GO:001969310EndometriumAEHribose phosphate metabolic process69/2100396/187231.31e-041.79e-0369
GO:007252116EndometriumAEHpurine-containing compound metabolic process71/2100416/187232.01e-042.54e-0371
GO:000915210EndometriumAEHpurine ribonucleotide biosynthetic process35/2100169/187232.36e-042.84e-0335
GO:000911715EndometriumAEHnucleotide metabolic process78/2100489/187238.39e-047.82e-0378
GO:00092609EndometriumAEHribonucleotide biosynthetic process35/2100182/187239.88e-048.90e-0335
GO:00463909EndometriumAEHribose phosphate biosynthetic process36/2100190/187231.11e-039.74e-0336
GO:000675314EndometriumAEHnucleoside phosphate metabolic process78/2100497/187231.34e-031.13e-0278
GO:00061648EndometriumAEHpurine nucleotide biosynthetic process35/2100191/187232.34e-031.76e-0235
GO:00725228EndometriumAEHpurine-containing compound biosynthetic process35/2100200/187235.05e-033.16e-0235
GO:004603417EndometriumEECATP metabolic process107/2168277/187231.32e-313.95e-28107
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502016BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501616BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019016BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501416BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520818BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0471418BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0541518BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0502017BreastPrecancerPrion disease95/684273/84651.39e-371.46e-351.12e-3595
hsa0501617BreastPrecancerHuntington disease98/684306/84652.85e-352.25e-331.72e-3398
hsa0019017BreastPrecancerOxidative phosphorylation59/684134/84656.15e-303.24e-282.48e-2859
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0501417BreastPrecancerAmyotrophic lateral sclerosis98/684364/84652.13e-288.41e-276.44e-2798
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0520819BreastPrecancerChemical carcinogenesis - reactive oxygen species68/684223/84653.61e-231.14e-218.73e-2268
hsa0471419BreastPrecancerThermogenesis68/684232/84654.40e-221.26e-209.69e-2168
hsa0541519BreastPrecancerDiabetic cardiomyopathy63/684203/84655.63e-221.48e-201.14e-2063
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 

Top

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
Page: 1