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: LBH

Gene summary for LBH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LBH

Gene ID

81606

Gene nameLBH regulator of WNT signaling pathway
Gene AliasLBH
Cytomap2p23.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q53QV2


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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
81606LBHLZE4THumanEsophagusESCC8.09e-201.03e+000.0811
81606LBHLZE7THumanEsophagusESCC7.76e-148.89e-010.0667
81606LBHLZE8THumanEsophagusESCC2.08e-106.19e-010.067
81606LBHLZE20THumanEsophagusESCC6.84e-083.48e-010.0662
81606LBHLZE21D1HumanEsophagusHGIN1.64e-036.98e-010.0632
81606LBHLZE22D1HumanEsophagusHGIN1.39e-036.10e-010.0595
81606LBHLZE22THumanEsophagusESCC6.34e-078.32e-010.068
81606LBHLZE24THumanEsophagusESCC9.08e-311.34e+000.0596
81606LBHLZE21THumanEsophagusESCC1.32e-091.10e+000.0655
81606LBHLZE6THumanEsophagusESCC1.70e-126.28e-010.0845
81606LBHP1T-EHumanEsophagusESCC1.71e-148.88e-010.0875
81606LBHP2T-EHumanEsophagusESCC4.39e-741.25e+000.1177
81606LBHP4T-EHumanEsophagusESCC3.09e-236.89e-010.1323
81606LBHP5T-EHumanEsophagusESCC7.99e-144.29e-010.1327
81606LBHP8T-EHumanEsophagusESCC2.00e-621.25e+000.0889
81606LBHP9T-EHumanEsophagusESCC2.96e-298.87e-010.1131
81606LBHP10T-EHumanEsophagusESCC1.27e-701.51e+000.116
81606LBHP11T-EHumanEsophagusESCC2.35e-211.21e+000.1426
81606LBHP12T-EHumanEsophagusESCC3.72e-801.61e+000.1122
81606LBHP15T-EHumanEsophagusESCC4.93e-391.17e+000.1149
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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
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:00198277EsophagusHGINstem cell population maintenance39/2587131/187231.63e-066.14e-0539
GO:00987278EsophagusHGINmaintenance of cell number39/2587134/187233.02e-061.03e-0439
GO:20007375EsophagusHGINnegative regulation of stem cell differentiation12/258723/187231.45e-054.02e-0412
GO:003052220EsophagusHGINintracellular receptor signaling pathway62/2587265/187231.63e-054.50e-0462
GO:20007365EsophagusHGINregulation of stem cell differentiation20/258758/187235.65e-051.33e-0320
GO:004854527EsophagusHGINresponse to steroid hormone73/2587339/187236.06e-051.40e-0373
GO:004873225EsophagusHGINgland development88/2587436/187231.34e-042.71e-0388
GO:003051818EsophagusHGINintracellular steroid hormone receptor signaling pathway29/2587116/187239.06e-041.15e-0229
GO:007138320EsophagusHGINcellular response to steroid hormone stimulus44/2587204/187231.56e-031.79e-0244
GO:00305207EsophagusHGINintracellular estrogen receptor signaling pathway16/258754/187231.97e-032.08e-0216
GO:004340118EsophagusHGINsteroid hormone mediated signaling pathway31/2587136/187233.01e-032.88e-0231
GO:0035019EsophagusHGINsomatic stem cell population maintenance13/258742/187233.32e-033.12e-0213
GO:20000362EsophagusHGINregulation of stem cell population maintenance11/258733/187233.55e-033.26e-0211
GO:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:009872714EsophagusESCCmaintenance of cell number90/8552134/187233.94e-075.43e-0690
GO:001982714EsophagusESCCstem cell population maintenance88/8552131/187235.23e-076.97e-0688
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:003051819EsophagusESCCintracellular steroid hormone receptor signaling pathway76/8552116/187231.25e-051.15e-0476
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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
LBHSNVMissense_Mutationrs201301340c.179G>Ap.Arg60Hisp.R60HQ53QV2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LBHSNVMissense_Mutationc.184C>Tp.Pro62Serp.P62SQ53QV2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LBHSNVMissense_Mutationrs754393032c.286N>Ap.Glu96Lysp.E96KQ53QV2protein_codingtolerated_low_confidence(0.13)benign(0.006)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
LBHSNVMissense_Mutationrs750086364c.157N>Tp.Arg53Cysp.R53CQ53QV2protein_codingtolerated(0.07)benign(0.015)TCGA-D5-6536-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapy5-fuSD
LBHSNVMissense_Mutationc.214N>Ap.Glu72Lysp.E72KQ53QV2protein_codingdeleterious(0.01)benign(0.443)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LBHSNVMissense_Mutationc.187N>Cp.Ser63Prop.S63PQ53QV2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-D1-A177-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
LBHSNVMissense_Mutationnovelc.139G>Tp.Asp47Tyrp.D47YQ53QV2protein_codingdeleterious(0)probably_damaging(0.98)TCGA-73-4658-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LBHSNVMissense_Mutationnovelc.222G>Tp.Glu74Aspp.E74DQ53QV2protein_codingdeleterious(0)probably_damaging(0.987)TCGA-NK-A5CT-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
LBHSNVMissense_Mutationnovelc.218N>Ap.Val73Glup.V73EQ53QV2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CV-A45Z-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
LBHSNVMissense_Mutationnovelc.220N>Ap.Glu74Lysp.E74KQ53QV2protein_codingdeleterious(0)probably_damaging(0.991)TCGA-CV-A45Z-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownPD
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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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