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: ATPIF1

Gene summary for ATPIF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATPIF1

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
93974ATPIF1GSM5353217_PA_PB1A_Pool_2_S107_L004HumanProstateTumor3.83e-035.96e-010.156
93974ATPIF1GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor1.56e-066.54e-010.1479
93974ATPIF1GSM5353220_PA_PB1B_Pool_3_S51_L002HumanProstateTumor3.71e-023.60e-010.1531
93974ATPIF1GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor4.98e-216.90e-010.1633
93974ATPIF1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor1.37e-134.75e-010.1608
93974ATPIF1GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor2.19e-135.30e-010.1604
93974ATPIF1GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor2.07e-226.53e-010.1621
93974ATPIF1GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor3.27e-043.72e-010.1619
93974ATPIF1GSM5353226_PA_PR5196-2_Pool_1_2_3_S54_L002HumanProstateTumor6.72e-086.22e-010.159
93974ATPIF1GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor5.40e-104.45e-010.1602
93974ATPIF1GSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor1.73e-035.53e-010.1439
93974ATPIF1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor5.70e-042.96e-010.1608
93974ATPIF1GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor1.86e-054.38e-010.1622
93974ATPIF1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor3.69e-257.17e-010.1575
93974ATPIF1GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor6.74e-104.48e-010.1545
93974ATPIF1GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor2.34e-073.69e-010.1569
93974ATPIF1P1_S1_AKHumanSkinAK7.41e-14-3.30e-01-0.3399
93974ATPIF1P2_S3_AKHumanSkinAK1.65e-13-3.30e-01-0.3287
93974ATPIF1P2_S4_SCCISHumanSkinSCCIS1.65e-13-3.30e-01-0.3043
93974ATPIF1P3_S6_AKHumanSkinAK3.32e-14-3.30e-01-0.3256
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
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
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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
ATPIF1SNVMissense_Mutationnovelc.5N>Gp.Ala2Glyp.A2GQ9UII2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ATPIF1insertionFrame_Shift_Insnovelc.129_130insTCTATCTATATGGATTTACCTATTCTp.Gly44SerfsTer36p.G44Sfs*36Q9UII2protein_codingTCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
ATPIF1SNVMissense_Mutationc.124N>Ap.Glu42Lysp.E42KQ9UII2protein_codingdeleterious(0)benign(0.432)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATPIF1SNVMissense_Mutationc.160G>Ap.Glu54Lysp.E54KQ9UII2protein_codingdeleterious(0)probably_damaging(0.974)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATPIF1SNVMissense_Mutationc.136G>Tp.Ala46Serp.A46SQ9UII2protein_codingtolerated(0.11)benign(0.312)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ATPIF1SNVMissense_Mutationrs374584642c.280N>Tp.Arg94Cysp.R94CQ9UII2protein_codingdeleterious(0)probably_damaging(0.968)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ATPIF1SNVMissense_Mutationrs754730947c.244N>Cp.Lys82Glnp.K82QQ9UII2protein_codingtolerated(0.21)benign(0.081)TCGA-44-2659-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapyalimtaPD
ATPIF1SNVMissense_Mutationrs780836240c.246N>Tp.Lys82Asnp.K82NQ9UII2protein_codingtolerated(0.06)benign(0.343)TCGA-44-2659-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapyalimtaPD
ATPIF1SNVMissense_Mutationnovelc.243N>Ap.His81Glnp.H81QQ9UII2protein_codingdeleterious(0.03)probably_damaging(0.953)TCGA-21-1082-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
ATPIF1SNVMissense_Mutationc.142G>Cp.Gly48Argp.G48RQ9UII2protein_codingdeleterious(0)probably_damaging(0.985)TCGA-CG-4469-01Stomachstomach adenocarcinomaMale>=65III/IVChemotherapycisplatinSD
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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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