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: IFI35

Gene summary for IFI35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IFI35

Gene ID

3430

Gene nameinterferon induced protein 35
Gene AliasIFP35
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P80217


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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
3430IFI35GSM4909307HumanBreastIDC4.90e-052.61e-010.1569
3430IFI35GSM4909308HumanBreastIDC2.53e-103.20e-010.158
3430IFI35GSM4909309HumanBreastIDC1.60e-032.56e-010.0483
3430IFI35GSM4909319HumanBreastIDC2.70e-071.18e-010.1563
3430IFI35GSM4909321HumanBreastIDC3.47e-083.41e-010.1559
3430IFI35NCCBC5HumanBreastDCIS1.13e-053.11e-010.2046
3430IFI35P2HumanBreastIDC2.44e-186.87e-010.21
3430IFI35DCIS2HumanBreastDCIS1.02e-092.17e-020.0085
3430IFI35LZE4THumanEsophagusESCC4.48e-133.05e-010.0811
3430IFI35LZE7THumanEsophagusESCC4.02e-021.00e-010.0667
3430IFI35LZE8THumanEsophagusESCC1.34e-144.13e-010.067
3430IFI35LZE20THumanEsophagusESCC2.89e-104.24e-010.0662
3430IFI35LZE22THumanEsophagusESCC6.83e-053.57e-010.068
3430IFI35LZE24THumanEsophagusESCC8.11e-401.33e+000.0596
3430IFI35LZE21THumanEsophagusESCC2.42e-065.08e-010.0655
3430IFI35LZE6THumanEsophagusESCC3.34e-155.09e-010.0845
3430IFI35P1T-EHumanEsophagusESCC1.55e-116.79e-010.0875
3430IFI35P2T-EHumanEsophagusESCC4.62e-336.69e-010.1177
3430IFI35P4T-EHumanEsophagusESCC4.77e-255.96e-010.1323
3430IFI35P5T-EHumanEsophagusESCC1.47e-481.05e+000.1327
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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
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
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:00313491BreastIDCpositive regulation of defense response39/1434278/187231.74e-042.95e-0339
GO:003210311BreastIDCpositive regulation of response to external stimulus54/1434427/187231.85e-043.07e-0354
GO:00507291BreastIDCpositive regulation of inflammatory response23/1434142/187234.87e-046.42e-0323
GO:00507271BreastIDCregulation of inflammatory response48/1434386/187235.99e-047.54e-0348
GO:00341231BreastIDCpositive regulation of toll-like receptor signaling pathway7/143428/187234.31e-033.35e-027
GO:006220811BreastIDCpositive regulation of pattern recognition receptor signaling pathway9/143444/187235.42e-034.00e-029
GO:003210321BreastDCISpositive regulation of response to external stimulus54/1390427/187238.34e-051.58e-0354
GO:00313492BreastDCISpositive regulation of defense response38/1390278/187231.91e-043.08e-0338
GO:00507292BreastDCISpositive regulation of inflammatory response22/1390142/187237.81e-049.09e-0322
GO:00507272BreastDCISregulation of inflammatory response46/1390386/187239.91e-041.10e-0246
GO:00341232BreastDCISpositive regulation of toll-like receptor signaling pathway7/139028/187233.63e-032.94e-027
GO:00022742BreastDCISmyeloid leukocyte activation28/1390223/187234.37e-033.41e-0228
GO:006220821BreastDCISpositive regulation of pattern recognition receptor signaling pathway9/139044/187234.42e-033.41e-029
GO:00421162BreastDCISmacrophage activation16/1390106/187234.99e-033.72e-0216
GO:0002833BreastDCISpositive regulation of response to biotic stimulus22/1390168/187236.61e-034.62e-0222
GO:00028314BreastDCISregulation of response to biotic stimulus37/1390327/187236.86e-034.75e-0237
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:190122414EsophagusESCCpositive regulation of NIK/NF-kappaB signaling44/855269/187231.86e-038.42e-0344
GO:00380615EsophagusESCCNIK/NF-kappaB signaling81/8552143/187235.33e-032.00e-0281
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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
IFI35SNVMissense_Mutationrs771605420c.179N>Tp.Pro60Leup.P60LP80217protein_codingdeleterious(0.03)benign(0)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
IFI35insertionIn_Frame_Insnovelc.529_530insAGGp.Leu177delinsGlnValp.L177delinsQVP80217protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFI35insertionIn_Frame_Insnovelc.530_531insGGGAGATCTGGTGTTGTTTGGTAAAAACGAGCTGGCGAGp.Leu177_Pro178insGlyAspLeuValLeuPheGlyLysAsnGluLeuAlaArgp.L177_P178insGDLVLFGKNELARP80217protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
IFI35insertionFrame_Shift_Insnovelc.316_317insTGCATTCCp.Glu106ValfsTer24p.E106Vfs*24P80217protein_codingTCGA-BH-A0BD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IFI35SNVMissense_Mutationc.306N>Gp.Ile102Metp.I102MP80217protein_codingdeleterious(0)possibly_damaging(0.79)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
IFI35SNVMissense_Mutationc.144N>Gp.Ile48Metp.I48MP80217protein_codingtolerated(0.26)benign(0.159)TCGA-A6-2677-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
IFI35SNVMissense_Mutationrs141921308c.233C>Tp.Ala78Valp.A78VP80217protein_codingdeleterious(0)benign(0.05)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IFI35SNVMissense_Mutationnovelc.259N>Tp.Asp87Tyrp.D87YP80217protein_codingdeleterious(0)possibly_damaging(0.46)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
IFI35SNVMissense_Mutationc.799G>Tp.Val267Leup.V267LP80217protein_codingdeleterious(0)benign(0.027)TCGA-DM-A1D0-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
IFI35SNVMissense_Mutationc.93N>Cp.Lys31Asnp.K31NP80217protein_codingtolerated(0.05)benign(0.056)TCGA-G4-6317-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
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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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