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: ATP5IF1

Gene summary for ATP5IF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5IF1

Gene ID

93974

Gene nameATP synthase inhibitory factor subunit 1
Gene AliasATPI
Cytomap1p35.3
Gene Typeprotein-coding
GO ID

GO:0000422

UniProtAcc

Q9UII2


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
93974ATP5IF1GSM4909281HumanBreastIDC3.19e-195.79e-010.21
93974ATP5IF1GSM4909282HumanBreastIDC3.24e-498.97e-01-0.0288
93974ATP5IF1GSM4909285HumanBreastIDC1.69e-215.83e-010.21
93974ATP5IF1GSM4909286HumanBreastIDC9.30e-082.33e-020.1081
93974ATP5IF1GSM4909287HumanBreastIDC1.71e-104.68e-010.2057
93974ATP5IF1GSM4909289HumanBreastIDC6.70e-076.48e-010.1064
93974ATP5IF1GSM4909290HumanBreastIDC1.32e-267.32e-010.2096
93974ATP5IF1GSM4909292HumanBreastIDC2.66e-025.71e-010.1236
93974ATP5IF1GSM4909293HumanBreastIDC8.25e-113.51e-010.1581
93974ATP5IF1GSM4909294HumanBreastIDC6.68e-186.23e-010.2022
93974ATP5IF1GSM4909296HumanBreastIDC6.28e-388.52e-010.1524
93974ATP5IF1GSM4909297HumanBreastIDC4.53e-102.99e-010.1517
93974ATP5IF1GSM4909298HumanBreastIDC9.42e-093.36e-010.1551
93974ATP5IF1GSM4909299HumanBreastIDC1.06e-054.00e-010.035
93974ATP5IF1GSM4909301HumanBreastIDC3.92e-043.79e-010.1577
93974ATP5IF1GSM4909302HumanBreastIDC3.84e-134.95e-010.1545
93974ATP5IF1GSM4909303HumanBreastIDC2.10e-034.68e-010.0438
93974ATP5IF1GSM4909304HumanBreastIDC1.75e-377.55e-010.1636
93974ATP5IF1GSM4909305HumanBreastIDC1.96e-124.67e-010.0436
93974ATP5IF1GSM4909306HumanBreastIDC2.25e-125.06e-010.1564
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

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
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.

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:004586232LungMIACpositive regulation of proteolysis34/967372/187239.33e-041.98e-0234
GO:00987801LungMIACresponse to mitochondrial depolarisation5/96719/187232.30e-033.46e-025
GO:19049251LungMIACpositive regulation of autophagy of mitochondrion in response to mitochondrial depolarization4/96713/187233.47e-034.43e-024
GO:004603418ProstateBPHATP metabolic process120/3107277/187234.78e-261.48e-22120
GO:004217618ProstateBPHregulation of protein catabolic process139/3107391/187233.71e-203.28e-17139
GO:000609116ProstateBPHgeneration of precursor metabolites and energy161/3107490/187233.05e-191.45e-16161
GO:007259416ProstateBPHestablishment of protein localization to organelle142/3107422/187234.01e-181.31e-15142
GO:000989618ProstateBPHpositive regulation of catabolic process156/3107492/187234.50e-171.11e-14156
GO:003133118ProstateBPHpositive regulation of cellular catabolic process135/3107427/187237.82e-151.05e-12135
GO:190336218ProstateBPHregulation of cellular protein catabolic process93/3107255/187231.06e-141.40e-1293
GO:004586218ProstateBPHpositive regulation of proteolysis121/3107372/187232.05e-142.44e-12121
GO:190305018ProstateBPHregulation of proteolysis involved in cellular protein catabolic process80/3107221/187231.20e-121.02e-1080
GO:004573218ProstateBPHpositive regulation of protein catabolic process82/3107231/187232.08e-121.72e-1082
GO:000660518ProstateBPHprotein targeting102/3107314/187232.51e-122.05e-10102
GO:003238610ProstateBPHregulation of intracellular transport106/3107337/187238.77e-126.70e-10106
GO:003009918ProstateBPHmyeloid cell differentiation115/3107381/187232.22e-111.51e-09115
GO:003315716ProstateBPHregulation of intracellular protein transport76/3107229/187235.05e-102.56e-0876
GO:190336418ProstateBPHpositive regulation of cellular protein catabolic process57/3107155/187231.01e-094.59e-0857
GO:002241117ProstateBPHcellular component disassembly121/3107443/187236.34e-092.25e-07121
GO:000683916ProstateBPHmitochondrial transport79/3107254/187236.77e-092.38e-0779
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 43 44 45 46 47 48 49 50 51 52 53 54 55 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

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