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: ADI1

Gene summary for ADI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ADI1

Gene ID

55256

Gene nameacireductone dioxygenase 1
Gene AliasAPL1
Cytomap2p25.3
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q9BV57


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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
55256ADI1GSM4909282HumanBreastIDC1.24e-093.53e-01-0.0288
55256ADI1GSM4909285HumanBreastIDC3.90e-195.11e-010.21
55256ADI1GSM4909286HumanBreastIDC1.96e-038.66e-020.1081
55256ADI1GSM4909287HumanBreastIDC4.56e-022.52e-010.2057
55256ADI1GSM4909290HumanBreastIDC1.26e-114.83e-010.2096
55256ADI1GSM4909294HumanBreastIDC2.08e-022.88e-010.2022
55256ADI1GSM4909296HumanBreastIDC3.35e-03-1.05e-010.1524
55256ADI1GSM4909297HumanBreastIDC1.01e-07-1.37e-010.1517
55256ADI1GSM4909311HumanBreastIDC4.72e-14-2.28e-010.1534
55256ADI1GSM4909312HumanBreastIDC1.83e-08-1.56e-010.1552
55256ADI1GSM4909316HumanBreastIDC1.69e-074.08e-010.21
55256ADI1GSM4909319HumanBreastIDC8.38e-23-1.66e-010.1563
55256ADI1GSM4909321HumanBreastIDC6.03e-091.46e-010.1559
55256ADI1brca10HumanBreastPrecancer6.32e-03-2.57e-01-0.0029
55256ADI1M2HumanBreastIDC6.24e-084.79e-010.21
55256ADI1M5HumanBreastIDC1.10e-045.62e-010.1598
55256ADI1NCCBC14HumanBreastDCIS4.20e-047.62e-020.2021
55256ADI1NCCBC5HumanBreastDCIS1.57e-08-1.32e-010.2046
55256ADI1P1HumanBreastIDC1.01e-06-2.41e-010.1527
55256ADI1DCIS2HumanBreastDCIS4.15e-654.57e-010.0085
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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
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
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
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:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:001605313BreastIDCorganic acid biosynthetic process39/1434316/187232.13e-031.99e-0239
GO:004639413BreastIDCcarboxylic acid biosynthetic process38/1434314/187233.39e-032.83e-0238
GO:001605322BreastDCISorganic acid biosynthetic process38/1390316/187232.22e-032.04e-0238
GO:004639422BreastDCIScarboxylic acid biosynthetic process37/1390314/187233.56e-032.92e-0237
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00067901ColorectumSERsulfur compound metabolic process73/2897339/187231.75e-031.81e-0273
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
GO:00067902ColorectumMSSsulfur compound metabolic process85/3467339/187231.52e-031.39e-0285
GO:0046394ColorectumMSScarboxylic acid biosynthetic process76/3467314/187236.71e-034.38e-0276
GO:0016053ColorectumMSSorganic acid biosynthetic process76/3467316/187237.88e-034.84e-0276
GO:1901605ColorectumMSI-Halpha-amino acid metabolic process26/1319195/187231.26e-032.02e-0226
GO:0008652ColorectumMSI-Hcellular amino acid biosynthetic process13/131976/187232.35e-033.12e-0213
GO:1901607ColorectumMSI-Halpha-amino acid biosynthetic process12/131968/187232.60e-033.41e-0212
GO:00463941ColorectumMSI-Hcarboxylic acid biosynthetic process36/1319314/187232.68e-033.48e-0236
GO:00160531ColorectumMSI-Horganic acid biosynthetic process36/1319316/187232.98e-033.78e-0236
GO:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
ADI1deletionFrame_Shift_Delnovelc.342delNp.Trp114Terp.W114*Q9BV57protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ADI1SNVMissense_Mutationc.425N>Gp.Tyr142Cysp.Y142CQ9BV57protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3851-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ADI1SNVMissense_Mutationrs772279164c.503G>Ap.Arg168Hisp.R168HQ9BV57protein_codingdeleterious(0)probably_damaging(0.988)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ADI1SNVMissense_Mutationnovelc.274G>Tp.Asp92Tyrp.D92YQ9BV57protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-AG-A032-01Colorectumrectum adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabPD
ADI1SNVMissense_Mutationnovelc.125N>Gp.Asp42Glyp.D42GQ9BV57protein_codingdeleterious(0.01)possibly_damaging(0.732)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ADI1SNVMissense_Mutationrs754050453c.400N>Tp.Arg134Cysp.R134CQ9BV57protein_codingdeleterious(0.02)probably_damaging(0.932)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
ADI1SNVMissense_Mutationnovelc.472N>Cp.Tyr158Hisp.Y158HQ9BV57protein_codingtolerated(0.37)benign(0.014)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
ADI1SNVMissense_Mutationrs764517683c.347G>Ap.Arg116Glnp.R116QQ9BV57protein_codingdeleterious(0.04)possibly_damaging(0.726)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
ADI1SNVMissense_Mutationnovelc.226A>Cp.Asn76Hisp.N76HQ9BV57protein_codingdeleterious(0)probably_damaging(0.987)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ADI1SNVMissense_Mutationc.287G>Tp.Arg96Leup.R96LQ9BV57protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-DD-A3A8-01Liverliver hepatocellular carcinomaMale>=65I/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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