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: LRIF1

Gene summary for LRIF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRIF1

Gene ID

55791

Gene nameligand dependent nuclear receptor interacting factor 1
Gene AliasC1orf103
Cytomap1p13.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q5T3J3


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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
55791LRIF1EOLP-1HumanOral cavityEOLP3.64e-031.80e-01-0.0202
55791LRIF1SYSMH1HumanOral cavityOSCC2.56e-062.29e-010.1127
55791LRIF1SYSMH2HumanOral cavityOSCC6.77e-063.34e-010.2326
55791LRIF1SYSMH3HumanOral cavityOSCC4.42e-021.32e-010.2442
55791LRIF1P5_S10_cSCCHumanSkincSCC5.27e-355.46e-01-0.299
55791LRIF1P4_cSCCHumanSkincSCC3.50e-039.81e-02-0.00290000000000005
55791LRIF1P10_cSCCHumanSkincSCC5.37e-134.71e-010.1017
55791LRIF1male-WTAHumanThyroidPTC6.11e-167.14e-020.1037
55791LRIF1PTC01HumanThyroidPTC6.77e-104.31e-020.1899
55791LRIF1PTC04HumanThyroidPTC2.16e-046.08e-020.1927
55791LRIF1PTC05HumanThyroidPTC9.74e-038.76e-020.2065
55791LRIF1PTC06HumanThyroidPTC5.63e-103.18e-010.2057
55791LRIF1PTC07HumanThyroidPTC5.71e-213.53e-010.2044
55791LRIF1ATC09HumanThyroidATC7.91e-062.87e-010.2871
55791LRIF1ATC11HumanThyroidATC7.58e-032.38e-010.3386
55791LRIF1ATC12HumanThyroidATC4.15e-204.46e-010.34
55791LRIF1ATC13HumanThyroidATC1.87e-243.86e-010.34
55791LRIF1ATC1HumanThyroidATC1.57e-072.90e-010.2878
55791LRIF1ATC2HumanThyroidATC4.15e-151.33e+000.34
55791LRIF1ATC3HumanThyroidATC4.39e-062.55e-010.338
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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
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:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:00090484EsophagusESCCdosage compensation by inactivation of X chromosome14/855216/187236.78e-043.56e-0314
GO:00075494EsophagusESCCdosage compensation14/855218/187235.77e-032.14e-0214
GO:0040029LiverHCCregulation of gene expression, epigenetic61/7958105/187239.02e-045.31e-0361
GO:0009048LiverHCCdosage compensation by inactivation of X chromosome13/795816/187231.84e-039.42e-0313
GO:0007549LiverHCCdosage compensation13/795818/187231.05e-023.89e-0213
GO:00400294Oral cavityOSCCregulation of gene expression, epigenetic59/7305105/187232.62e-041.68e-0359
GO:00090483Oral cavityOSCCdosage compensation by inactivation of X chromosome13/730516/187237.05e-043.89e-0313
GO:00075493Oral cavityOSCCdosage compensation13/730518/187234.45e-031.79e-0213
GO:00400292Oral cavityEOLPregulation of gene expression, epigenetic24/2218105/187231.07e-037.87e-0324
GO:00090481Oral cavityEOLPdosage compensation by inactivation of X chromosome7/221816/187231.40e-039.58e-037
GO:00075491Oral cavityEOLPdosage compensation7/221818/187233.15e-031.84e-027
GO:004002912SkincSCCregulation of gene expression, epigenetic39/4864105/187237.56e-033.53e-0239
GO:00400297ThyroidPTCregulation of gene expression, epigenetic57/5968105/187231.60e-062.25e-0557
GO:00090485ThyroidPTCdosage compensation by inactivation of X chromosome10/596816/187231.13e-024.49e-0210
GO:004002913ThyroidATCregulation of gene expression, epigenetic57/6293105/187231.01e-051.00e-0457
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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
LRIF1SNVMissense_Mutationc.62N>Tp.Ser21Leup.S21LQ5T3J3protein_codingdeleterious(0.01)benign(0.2)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
LRIF1SNVMissense_Mutationc.1699N>Cp.Asp567Hisp.D567HQ5T3J3protein_codingtolerated(0.31)probably_damaging(0.943)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRIF1SNVMissense_Mutationc.322N>Gp.Leu108Valp.L108VQ5T3J3protein_codingdeleterious(0)benign(0.275)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRIF1SNVMissense_Mutationc.62N>Tp.Ser21Leup.S21LQ5T3J3protein_codingdeleterious(0.01)benign(0.2)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
LRIF1SNVMissense_Mutationc.62N>Tp.Ser21Leup.S21LQ5T3J3protein_codingdeleterious(0.01)benign(0.2)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
LRIF1deletionFrame_Shift_Delnovelc.247delCp.Gln83ArgfsTer30p.Q83Rfs*30Q5T3J3protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LRIF1SNVMissense_Mutationnovelc.272C>Tp.Ala91Valp.A91VQ5T3J3protein_codingdeleterious(0.01)benign(0.109)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LRIF1SNVMissense_Mutationc.1978N>Cp.Val660Leup.V660LQ5T3J3protein_codingtolerated(0.64)benign(0.001)TCGA-FU-A3EO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LRIF1SNVMissense_Mutationc.1168N>Gp.Pro390Alap.P390AQ5T3J3protein_codingtolerated(0.69)possibly_damaging(0.647)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LRIF1SNVMissense_Mutationnovelc.825N>Cp.Glu275Aspp.E275DQ5T3J3protein_codingtolerated(0.16)benign(0.009)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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