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: ATP5D

Gene summary for ATP5D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5D

Gene ID

513

Gene nameATP synthase F1 subunit delta
Gene AliasATP5D
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

P30049


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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
513ATP5DGSM4909281HumanBreastIDC4.25e-21-4.30e-010.21
513ATP5DGSM4909282HumanBreastIDC7.78e-22-4.30e-01-0.0288
513ATP5DGSM4909285HumanBreastIDC7.78e-22-4.30e-010.21
513ATP5DGSM4909286HumanBreastIDC4.25e-21-4.30e-010.1081
513ATP5DGSM4909287HumanBreastIDC5.98e-21-4.30e-010.2057
513ATP5DGSM4909288HumanBreastIDC8.39e-05-4.30e-010.0988
513ATP5DGSM4909289HumanBreastIDC2.83e-03-4.30e-010.1064
513ATP5DGSM4909290HumanBreastIDC5.57e-15-4.30e-010.2096
513ATP5DGSM4909291HumanBreastIDC4.05e-12-4.30e-010.1753
513ATP5DGSM4909293HumanBreastIDC4.25e-21-4.30e-010.1581
513ATP5DGSM4909294HumanBreastIDC1.82e-21-4.30e-010.2022
513ATP5DGSM4909295HumanBreastIDC1.70e-09-4.30e-010.0898
513ATP5DGSM4909296HumanBreastIDC1.82e-21-4.30e-010.1524
513ATP5DGSM4909297HumanBreastIDC2.52e-23-4.30e-010.1517
513ATP5DGSM4909298HumanBreastIDC7.78e-22-4.30e-010.1551
513ATP5DGSM4909299HumanBreastIDC1.82e-21-4.30e-010.035
513ATP5DGSM4909300HumanBreastIDC2.31e-08-4.30e-010.0334
513ATP5DGSM4909301HumanBreastIDC3.31e-22-4.30e-010.1577
513ATP5DGSM4909302HumanBreastIDC1.20e-20-4.30e-010.1545
513ATP5DGSM4909303HumanBreastIDC1.72e-05-4.30e-010.0438
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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
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
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
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
∗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
hsa0019024CervixHSIL_HPVOxidative phosphorylation25/459134/84654.23e-081.55e-061.25e-0625
hsa0541524CervixHSIL_HPVDiabetic cardiomyopathy30/459203/84654.38e-071.07e-058.64e-0630
hsa0501624CervixHSIL_HPVHuntington disease38/459306/84651.21e-062.54e-052.05e-0538
hsa0520825CervixHSIL_HPVChemical carcinogenesis - reactive oxygen species30/459223/84653.28e-065.65e-054.57e-0530
hsa0502224CervixHSIL_HPVPathways of neurodegeneration - multiple diseases46/459476/84658.10e-051.08e-038.72e-0446
hsa0501024CervixHSIL_HPVAlzheimer disease38/459384/84652.13e-042.31e-031.86e-0338
hsa0501424CervixHSIL_HPVAmyotrophic lateral sclerosis35/459364/84656.43e-045.23e-034.23e-0335
hsa0471425CervixHSIL_HPVThermogenesis25/459232/84657.63e-045.88e-034.76e-0325
hsa0501235CervixHSIL_HPVParkinson disease43/459266/84656.69e-116.53e-095.28e-0943
hsa0502034CervixHSIL_HPVPrion disease40/459273/84656.26e-093.67e-072.97e-0740
hsa0019034CervixHSIL_HPVOxidative phosphorylation25/459134/84654.23e-081.55e-061.25e-0625
hsa0541534CervixHSIL_HPVDiabetic cardiomyopathy30/459203/84654.38e-071.07e-058.64e-0630
hsa0501634CervixHSIL_HPVHuntington disease38/459306/84651.21e-062.54e-052.05e-0538
hsa0520835CervixHSIL_HPVChemical carcinogenesis - reactive oxygen species30/459223/84653.28e-065.65e-054.57e-0530
hsa0502234CervixHSIL_HPVPathways of neurodegeneration - multiple diseases46/459476/84658.10e-051.08e-038.72e-0446
hsa0501034CervixHSIL_HPVAlzheimer disease38/459384/84652.13e-042.31e-031.86e-0338
hsa0501434CervixHSIL_HPVAmyotrophic lateral sclerosis35/459364/84656.43e-045.23e-034.23e-0335
hsa0471435CervixHSIL_HPVThermogenesis25/459232/84657.63e-045.88e-034.76e-0325
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
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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
ATP5DSNVMissense_Mutationc.217N>Tp.His73Tyrp.H73YP30049protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EX-A1H6-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ATP5DSNVMissense_Mutationrs781350269c.416C>Tp.Ala139Valp.A139VP30049protein_codingdeleterious(0.01)benign(0.284)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATP5DSNVMissense_Mutationc.217C>Tp.His73Tyrp.H73YP30049protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AH-6644-01Colorectumrectum adenocarcinomaMale>=65III/IVUnknownUnknownSD
ATP5DSNVMissense_Mutationrs753537314c.349N>Ap.Glu117Lysp.E117KP30049protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ATP5DSNVMissense_Mutationnovelc.196N>Ap.Ala66Thrp.A66TP30049protein_codingtolerated(0.17)benign(0.02)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
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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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