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: LRCH4

Gene summary for LRCH4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRCH4

Gene ID

4034

Gene nameleucine rich repeats and calponin homology domain containing 4
Gene AliasLRN
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0007275

UniProtAcc

O75427


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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
4034LRCH4LZE7THumanEsophagusESCC2.56e-052.13e-010.0667
4034LRCH4LZE22THumanEsophagusESCC1.54e-043.63e-010.068
4034LRCH4LZE24THumanEsophagusESCC3.74e-071.85e-010.0596
4034LRCH4P1T-EHumanEsophagusESCC2.97e-021.65e-010.0875
4034LRCH4P2T-EHumanEsophagusESCC1.77e-223.39e-010.1177
4034LRCH4P4T-EHumanEsophagusESCC2.20e-029.45e-020.1323
4034LRCH4P8T-EHumanEsophagusESCC9.53e-092.17e-010.0889
4034LRCH4P10T-EHumanEsophagusESCC4.30e-102.24e-010.116
4034LRCH4P11T-EHumanEsophagusESCC2.06e-073.08e-010.1426
4034LRCH4P12T-EHumanEsophagusESCC5.00e-172.87e-010.1122
4034LRCH4P15T-EHumanEsophagusESCC2.31e-153.46e-010.1149
4034LRCH4P16T-EHumanEsophagusESCC8.56e-122.64e-010.1153
4034LRCH4P17T-EHumanEsophagusESCC1.45e-123.73e-010.1278
4034LRCH4P20T-EHumanEsophagusESCC3.20e-072.02e-010.1124
4034LRCH4P21T-EHumanEsophagusESCC1.76e-122.31e-010.1617
4034LRCH4P22T-EHumanEsophagusESCC7.90e-038.50e-020.1236
4034LRCH4P23T-EHumanEsophagusESCC5.34e-194.13e-010.108
4034LRCH4P24T-EHumanEsophagusESCC1.66e-028.88e-020.1287
4034LRCH4P26T-EHumanEsophagusESCC8.40e-041.16e-010.1276
4034LRCH4P27T-EHumanEsophagusESCC3.60e-132.24e-010.1055
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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
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
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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
LRCH4SNVMissense_Mutationc.1018N>Ap.Glu340Lysp.E340KO75427protein_codingdeleterious(0.01)possibly_damaging(0.493)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LRCH4SNVMissense_Mutationnovelc.2005C>Ap.Leu669Ilep.L669IO75427protein_codingtolerated(0.24)benign(0.01)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LRCH4SNVMissense_Mutationc.851N>Gp.Pro284Argp.P284RO75427protein_codingtolerated(0.12)possibly_damaging(0.648)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
LRCH4SNVMissense_Mutationc.122C>Tp.Ala41Valp.A41VO75427protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LRCH4SNVMissense_Mutationrs375173199c.1406N>Tp.Ala469Valp.A469VO75427protein_codingtolerated(0.39)benign(0.049)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LRCH4SNVMissense_Mutationrs191101243c.998N>Ap.Arg333Glnp.R333QO75427protein_codingtolerated(0.18)benign(0.035)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LRCH4SNVMissense_Mutationc.1253A>Gp.Gln418Argp.Q418RO75427protein_codingtolerated(0.06)benign(0.003)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
LRCH4SNVMissense_Mutationrs750048626c.1072G>Ap.Asp358Asnp.D358NO75427protein_codingdeleterious(0.03)possibly_damaging(0.906)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LRCH4SNVMissense_Mutationrs765137965c.845C>Tp.Pro282Leup.P282LO75427protein_codingdeleterious(0.02)benign(0.334)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LRCH4SNVMissense_Mutationnovelc.282G>Tp.Glu94Aspp.E94DO75427protein_codingdeleterious(0.01)probably_damaging(0.957)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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