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: LHX9

Gene summary for LHX9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LHX9

Gene ID

56956

Gene nameLIM homeobox 9
Gene AliasLHX9
Cytomap1q31.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q9NQ69


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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
56956LHX9ATC13HumanThyroidATC2.18e-225.44e-010.34
56956LHX9ATC5HumanThyroidATC9.23e-235.69e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:006156423ThyroidATCaxon development220/6293467/187236.85e-101.80e-08220
GO:000740919ThyroidATCaxonogenesis197/6293418/187235.09e-091.13e-07197
GO:006145827ThyroidATCreproductive system development193/6293427/187233.32e-074.92e-06193
GO:004860825ThyroidATCreproductive structure development190/6293424/187238.40e-071.11e-05190
GO:004654621ThyroidATCdevelopment of primary male sexual characteristics72/6293142/187231.85e-051.69e-0472
GO:000858421ThyroidATCmale gonad development71/6293141/187232.83e-052.38e-0471
GO:004666112ThyroidATCmale sex differentiation77/6293165/187233.27e-042.04e-0377
GO:000840613ThyroidATCgonad development96/6293221/187231.40e-037.25e-0396
GO:00451374ThyroidATCdevelopment of primary sexual characteristics97/6293227/187232.47e-031.14e-0297
GO:00074113ThyroidATCaxon guidance96/6293227/187233.74e-031.63e-0296
GO:00974853ThyroidATCneuron projection guidance96/6293228/187234.36e-031.81e-0296
GO:00466603ThyroidATCfemale sex differentiation51/6293114/187238.62e-033.28e-0251
GO:00085853ThyroidATCfemale gonad development43/629395/187231.19e-024.22e-0243
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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
LHX9CLUBLungIACHMGN3,PIGR,MAP1B, etc.2.54e-01The 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.
LHX9iATCThyroidPTCNPPC,CHODL,PTPRT, etc.1.46e-02The 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.
∗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
LHX9SNVMissense_Mutationnovelc.1051N>Ap.Gly351Argp.G351RQ9NQ69protein_codingdeleterious(0.03)benign(0.387)TCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
LHX9SNVMissense_Mutationnovelc.1097N>Gp.Thr366Serp.T366SQ9NQ69protein_codingtolerated(0.24)benign(0.23)TCGA-AC-A2FE-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
LHX9SNVMissense_Mutationc.673N>Ap.Gly225Argp.G225RQ9NQ69protein_codingdeleterious(0.04)benign(0.062)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
LHX9SNVMissense_Mutationc.370T>Cp.Tyr124Hisp.Y124HQ9NQ69protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LHX9SNVMissense_Mutationc.777G>Tp.Gln259Hisp.Q259HQ9NQ69protein_codingtolerated(0.21)possibly_damaging(0.77)TCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
LHX9SNVMissense_Mutationnovelc.244N>Cp.Tyr82Hisp.Y82HQ9NQ69protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-LD-A9QF-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxolSD
LHX9insertionIn_Frame_Insnovelc.666_667insCCCTCTTTTTATTTTAAATGGTTTTTAp.Val222_Gln223insProSerPheTyrPheLysTrpPheLeup.V222_Q223insPSFYFKWFLQ9NQ69protein_codingTCGA-A8-A09E-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
LHX9insertionIn_Frame_Insnovelc.575_576insGAATCATGGCCTCCAAAATTCp.Gln192_Gly193insAsnHisGlyLeuGlnAsnSerp.Q192_G193insNHGLQNSQ9NQ69protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
LHX9deletionFrame_Shift_Delc.53delCp.Pro18GlnfsTer76p.P18Qfs*76Q9NQ69protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LHX9deletionFrame_Shift_Delnovelc.1104delCp.Thr369LeufsTer4p.T369Lfs*4Q9NQ69protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
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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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