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: IDI1

Gene summary for IDI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IDI1

Gene ID

3422

Gene nameisopentenyl-diphosphate delta isomerase 1
Gene AliasIPP1
Cytomap10p15.3
Gene Typeprotein-coding
GO ID

GO:0006066

UniProtAcc

Q13907


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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
3422IDI1HTA11_2487_2000001011HumanColorectumSER4.96e-064.07e-01-0.1808
3422IDI1HTA11_78_2000001011HumanColorectumAD2.08e-022.19e-01-0.1088
3422IDI1HTA11_347_2000001011HumanColorectumAD3.90e-092.78e-01-0.1954
3422IDI1HTA11_411_2000001011HumanColorectumSER1.22e-049.13e-01-0.2602
3422IDI1HTA11_2112_2000001011HumanColorectumSER8.00e-047.69e-01-0.2196
3422IDI1HTA11_696_2000001011HumanColorectumAD1.78e-073.78e-01-0.1464
3422IDI1HTA11_1391_2000001011HumanColorectumAD2.60e-031.52e-01-0.059
3422IDI1HTA11_99999965104_69814HumanColorectumMSS5.06e-038.00e-020.281
3422IDI1A001-C-104HumanColorectumFAP1.71e-02-1.29e-010.0184
3422IDI1LZE2THumanEsophagusESCC4.75e-032.31e-010.082
3422IDI1LZE4THumanEsophagusESCC1.16e-094.47e-010.0811
3422IDI1LZE5THumanEsophagusESCC5.62e-034.47e-010.0514
3422IDI1LZE8THumanEsophagusESCC8.35e-09-4.45e-020.067
3422IDI1LZE20THumanEsophagusESCC2.69e-021.33e-010.0662
3422IDI1LZE24THumanEsophagusESCC2.01e-146.01e-010.0596
3422IDI1LZE21THumanEsophagusESCC6.88e-053.44e-010.0655
3422IDI1LZE6THumanEsophagusESCC4.99e-106.32e-010.0845
3422IDI1P1T-EHumanEsophagusESCC5.07e-086.80e-010.0875
3422IDI1P2T-EHumanEsophagusESCC1.69e-151.33e-010.1177
3422IDI1P4T-EHumanEsophagusESCC1.15e-229.11e-010.1323
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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
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:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0006644ColorectumADphospholipid metabolic process101/3918383/187235.80e-033.67e-02101
GO:0008202ColorectumADsteroid metabolic process85/3918319/187238.07e-034.75e-0285
GO:00060661ColorectumSERalcohol metabolic process79/2897353/187233.50e-045.50e-0379
GO:00066441ColorectumSERphospholipid metabolic process79/2897383/187233.94e-033.24e-0279
GO:00060662ColorectumMSSalcohol metabolic process92/3467353/187232.57e-043.46e-0392
GO:0008654ColorectumFAPphospholipid biosynthetic process54/2622253/187238.88e-049.08e-0354
GO:00066442ColorectumFAPphospholipid metabolic process74/2622383/187232.24e-031.83e-0274
GO:00060663ColorectumFAPalcohol metabolic process69/2622353/187232.29e-031.85e-0269
GO:00086544EsophagusESCCphospholipid biosynthetic process162/8552253/187232.59e-095.73e-08162
GO:00066446EsophagusESCCphospholipid metabolic process218/8552383/187235.37e-065.59e-05218
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00161263EsophagusESCCsterol biosynthetic process46/855264/187231.91e-051.67e-0446
GO:00066953EsophagusESCCcholesterol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:19026533EsophagusESCCsecondary alcohol biosynthetic process41/855257/187235.25e-054.06e-0441
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
GO:00461653EsophagusESCCalcohol biosynthetic process83/8552140/187238.04e-044.16e-0383
GO:00082991EsophagusESCCisoprenoid biosynthetic process21/855228/187231.57e-037.33e-0321
GO:00066946EsophagusESCCsteroid biosynthetic process98/8552173/187232.34e-031.03e-0298
GO:00082034EsophagusESCCcholesterol metabolic process79/8552137/187233.11e-031.29e-0279
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa009005EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa0090012EsophagusESCCTerpenoid backbone biosynthesis20/420523/84652.14e-047.87e-044.03e-0420
hsa00900LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009001LiverHCCTerpenoid backbone biosynthesis17/402023/84659.26e-032.46e-021.37e-0217
hsa009004Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa0090011Oral cavityOSCCTerpenoid backbone biosynthesis19/370423/84651.55e-045.34e-042.72e-0419
hsa009002Oral cavityLPTerpenoid backbone biosynthesis12/241823/84651.43e-024.59e-022.96e-0212
hsa009003Oral cavityLPTerpenoid backbone biosynthesis12/241823/84651.43e-024.59e-022.96e-0212
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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
IDI1SNVMissense_Mutationc.128N>Ap.Arg43Glnp.R43QQ13907protein_codingtolerated_low_confidence(0.42)benign(0.015)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
IDI1SNVMissense_Mutationc.665N>Ap.Pro222Hisp.P222HQ13907protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
IDI1SNVMissense_Mutationc.535N>Cp.Glu179Glnp.E179QQ13907protein_codingtolerated(1)benign(0.003)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
IDI1SNVMissense_Mutationc.326N>Ap.Arg109Glnp.R109QQ13907protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IDI1SNVMissense_Mutationnovelc.835G>Ap.Glu279Lysp.E279KQ13907protein_codingtolerated(0.29)benign(0.003)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
IDI1SNVMissense_Mutationnovelc.460N>Ap.Glu154Lysp.E154KQ13907protein_codingdeleterious(0.03)possibly_damaging(0.864)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
IDI1SNVMissense_Mutationnovelc.76N>Tp.Ala26Serp.A26SQ13907protein_codingtolerated_low_confidence(0.76)benign(0.009)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IDI1SNVMissense_Mutationc.166N>Tp.Val56Leup.V56LQ13907protein_codingtolerated_low_confidence(0.33)benign(0.003)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
IDI1insertionFrame_Shift_Insnovelc.726dupAp.Ala243SerfsTer5p.A243Sfs*5Q13907protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IDI1deletionFrame_Shift_Delc.388_395delGCTAAGATp.Ala130TyrfsTer12p.A130Yfs*12Q13907protein_codingTCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<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
3422IDI1ENZYMEinhibitor135650699
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