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: IFI30

Gene summary for IFI30

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFI30

Gene ID

10437

Gene nameIFI30 lysosomal thiol reductase
Gene AliasGILT
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A024R7N7


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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
10437IFI30LZE4THumanEsophagusESCC1.44e-227.66e-010.0811
10437IFI30LZE5THumanEsophagusESCC3.15e-152.02e+000.0514
10437IFI30LZE7THumanEsophagusESCC6.28e-208.06e-010.0667
10437IFI30LZE8THumanEsophagusESCC6.71e-043.22e-010.067
10437IFI30LZE20THumanEsophagusESCC3.87e-191.58e+000.0662
10437IFI30LZE22D1HumanEsophagusHGIN4.30e-074.21e-010.0595
10437IFI30LZE22THumanEsophagusESCC1.00e-098.12e-010.068
10437IFI30LZE24D1HumanEsophagusHGIN3.66e-031.13e+000.054
10437IFI30LZE24THumanEsophagusESCC2.58e-441.34e+000.0596
10437IFI30LZE22D3HumanEsophagusHGIN1.73e-023.58e-010.0653
10437IFI30LZE21THumanEsophagusESCC1.97e-095.43e-010.0655
10437IFI30LZE6THumanEsophagusESCC5.21e-271.18e+000.0845
10437IFI30P2T-EHumanEsophagusESCC9.44e-071.67e-010.1177
10437IFI30P4T-EHumanEsophagusESCC9.47e-143.11e-010.1323
10437IFI30P5T-EHumanEsophagusESCC1.77e-224.09e-010.1327
10437IFI30P8T-EHumanEsophagusESCC3.28e-142.83e-010.0889
10437IFI30P9T-EHumanEsophagusESCC1.78e-214.08e-010.1131
10437IFI30P10T-EHumanEsophagusESCC3.50e-028.05e-020.116
10437IFI30P11T-EHumanEsophagusESCC4.50e-196.36e-010.1426
10437IFI30P12T-EHumanEsophagusESCC3.28e-142.37e-010.1122
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:005082127EsophagusHGINprotein stabilization64/2587191/187233.11e-124.24e-1064
GO:00481458EsophagusHGINregulation of fibroblast proliferation23/258780/187233.71e-045.77e-0323
GO:00481447EsophagusHGINfibroblast proliferation23/258781/187234.52e-046.62e-0323
GO:00481472EsophagusHGINnegative regulation of fibroblast proliferation10/258730/187235.36e-034.40e-0210
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:004814414EsophagusESCCfibroblast proliferation57/855281/187235.83e-066.03e-0557
GO:004814514EsophagusESCCregulation of fibroblast proliferation56/855280/187239.08e-068.71e-0556
GO:004800220EsophagusESCCantigen processing and presentation of peptide antigen44/855262/187234.81e-053.78e-0444
GO:000247820EsophagusESCCantigen processing and presentation of exogenous peptide antigen29/855238/187231.18e-048.13e-0429
GO:001988225EsophagusESCCantigen processing and presentation67/8552106/187232.03e-041.28e-0367
GO:000247418EsophagusESCCantigen processing and presentation of peptide antigen via MHC class I22/855228/187233.95e-042.26e-0322
GO:001988420EsophagusESCCantigen processing and presentation of exogenous antigen33/855247/187235.77e-043.14e-0333
GO:000250417EsophagusESCCantigen processing and presentation of peptide or polysaccharide antigen via MHC class II26/855236/187231.14e-035.66e-0326
GO:001988618EsophagusESCCantigen processing and presentation of exogenous peptide antigen via MHC class II22/855230/187231.98e-038.90e-0322
GO:00481471EsophagusESCCnegative regulation of fibroblast proliferation22/855230/187231.98e-038.90e-0322
GO:000249517EsophagusESCCantigen processing and presentation of peptide antigen via MHC class II24/855234/187232.90e-031.22e-0224
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0461230EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa04612114EsophagusESCCAntigen processing and presentation51/420578/84653.57e-039.34e-034.78e-0351
hsa0461212StomachGCAntigen processing and presentation28/70878/84658.70e-122.53e-101.78e-1028
hsa0461213StomachGCAntigen processing and presentation28/70878/84658.70e-122.53e-101.78e-1028
hsa0461221StomachCAG with IMAntigen processing and presentation28/64078/84657.38e-131.68e-111.18e-1128
hsa0461231StomachCAG with IMAntigen processing and presentation28/64078/84657.38e-131.68e-111.18e-1128
hsa0461241StomachCSGAntigen processing and presentation28/63378/84655.62e-131.27e-119.13e-1228
hsa0461251StomachCSGAntigen processing and presentation28/63378/84655.62e-131.27e-119.13e-1228
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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
IFI30SNVMissense_Mutationrs773697080c.453N>Cp.Glu151Aspp.E151DP13284protein_codingtolerated(0.15)possibly_damaging(0.891)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
IFI30SNVMissense_Mutationnovelc.530N>Cp.Glu177Alap.E177AP13284protein_codingtolerated(0.73)benign(0.005)TCGA-OL-A66L-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFI30insertionFrame_Shift_Insnovelc.451_452insGAGAAACCCTGTCTCTACTAAAAATACAAAAATTp.Glu151GlyfsTer14p.E151Gfs*14P13284protein_codingTCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
IFI30insertionIn_Frame_Insnovelc.672_673insCCTATAATCCCAGCTACTCAGGAGGCTGAGp.Leu224_Val225insProIleIleProAlaThrGlnGluAlaGlup.L224_V225insPIIPATQEAEP13284protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFI30SNVMissense_Mutationnovelc.68N>Tp.Ala23Valp.A23VP13284protein_codingdeleterious_low_confidence(0.03)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IFI30SNVMissense_Mutationc.721N>Gp.Thr241Alap.T241AP13284protein_codingtolerated(1)benign(0.001)TCGA-UC-A7PF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
IFI30SNVMissense_Mutationrs764192398c.581G>Ap.Arg194Glnp.R194QP13284protein_codingtolerated(0.28)benign(0.147)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
IFI30SNVMissense_Mutationrs533404165c.628N>Ap.Val210Ilep.V210IP13284protein_codingtolerated(0.59)benign(0.003)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IFI30SNVMissense_Mutationnovelc.671N>Gp.Leu224Argp.L224RP13284protein_codingdeleterious(0)possibly_damaging(0.497)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IFI30SNVMissense_Mutationnovelc.102C>Ap.Phe34Leup.F34LP13284protein_codingtolerated_low_confidence(0.77)benign(0)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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