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: 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


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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
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
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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
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.

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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:004346211LiverHCCregulation of ATPase activity29/795846/187233.95e-031.74e-0229
GO:0006779LiverHCCporphyrin-containing compound biosynthetic process21/795831/187234.01e-031.76e-0221
GO:0033014LiverHCCtetrapyrrole biosynthetic process21/795831/187234.01e-031.76e-0221
GO:190571011LiverHCCpositive regulation of membrane permeability30/795848/187234.10e-031.78e-0230
GO:0046148LiverHCCpigment biosynthetic process37/795862/187234.73e-032.02e-0237
GO:003579412LiverHCCpositive regulation of mitochondrial membrane permeability27/795843/187235.79e-032.40e-0227
GO:190210811LiverHCCregulation of mitochondrial membrane permeability involved in apoptotic process28/795845/187235.99e-032.45e-0228
GO:190211011LiverHCCpositive regulation of mitochondrial membrane permeability involved in apoptotic process24/795838/187238.20e-033.22e-0224
GO:190103011LiverHCCpositive regulation of mitochondrial outer membrane permeabilization involved in apoptotic signaling pathway9/795811/187239.51e-033.60e-029
GO:00098968LungIACpositive regulation of catabolic process114/2061492/187234.93e-151.25e-11114
GO:00421768LungIACregulation of protein catabolic process97/2061391/187236.32e-151.25e-1197
GO:00313318LungIACpositive regulation of cellular catabolic process98/2061427/187237.79e-139.25e-1098
GO:00457328LungIACpositive regulation of protein catabolic process61/2061231/187234.44e-111.39e-0861
GO:19033628LungIACregulation of cellular protein catabolic process63/2061255/187234.30e-109.45e-0863
GO:00458628LungIACpositive regulation of proteolysis80/2061372/187232.62e-094.21e-0780
GO:19030508LungIACregulation of proteolysis involved in cellular protein catabolic process52/2061221/187237.90e-087.95e-0652
GO:19033648LungIACpositive regulation of cellular protein catabolic process40/2061155/187231.84e-071.56e-0540
GO:00341018LungIACerythrocyte homeostasis34/2061129/187238.85e-074.95e-0534
GO:00302188LungIACerythrocyte differentiation32/2061120/187231.39e-067.05e-0532
GO:19030526LungIACpositive regulation of proteolysis involved in cellular protein catabolic process33/2061133/187235.33e-062.08e-0433
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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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