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: LRRC41

Gene summary for LRRC41

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRRC41

Gene ID

10489

Gene nameleucine rich repeat containing 41
Gene AliasMUF1
Cytomap1p34.1-p33
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q15345


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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
10489LRRC41LZE2THumanEsophagusESCC8.25e-031.34e-010.082
10489LRRC41LZE4THumanEsophagusESCC4.13e-112.06e-010.0811
10489LRRC41LZE7THumanEsophagusESCC6.42e-056.12e-010.0667
10489LRRC41LZE8THumanEsophagusESCC1.92e-133.85e-010.067
10489LRRC41LZE20THumanEsophagusESCC9.54e-072.80e-010.0662
10489LRRC41LZE22D1HumanEsophagusHGIN1.98e-027.42e-030.0595
10489LRRC41LZE22THumanEsophagusESCC5.20e-041.88e-010.068
10489LRRC41LZE24THumanEsophagusESCC2.93e-174.55e-010.0596
10489LRRC41LZE6THumanEsophagusESCC2.89e-026.10e-020.0845
10489LRRC41P1T-EHumanEsophagusESCC1.18e-125.09e-010.0875
10489LRRC41P2T-EHumanEsophagusESCC4.62e-448.48e-010.1177
10489LRRC41P4T-EHumanEsophagusESCC2.61e-181.83e-010.1323
10489LRRC41P5T-EHumanEsophagusESCC3.80e-102.24e-010.1327
10489LRRC41P8T-EHumanEsophagusESCC3.60e-285.40e-010.0889
10489LRRC41P9T-EHumanEsophagusESCC1.07e-161.93e-010.1131
10489LRRC41P10T-EHumanEsophagusESCC4.79e-336.62e-010.116
10489LRRC41P11T-EHumanEsophagusESCC7.17e-148.51e-010.1426
10489LRRC41P12T-EHumanEsophagusESCC2.97e-245.36e-010.1122
10489LRRC41P15T-EHumanEsophagusESCC3.48e-305.35e-010.1149
10489LRRC41P16T-EHumanEsophagusESCC6.22e-284.57e-010.1153
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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
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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
LRRC41SNVMissense_Mutationnovelc.1487N>Tp.Ser496Phep.S496FQ15345protein_codingdeleterious(0)probably_damaging(0.918)TCGA-A2-A3XV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinCR
LRRC41SNVMissense_Mutationc.2288N>Ap.Ala763Aspp.A763DQ15345protein_codingtolerated(0.51)benign(0.106)TCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRRC41SNVMissense_Mutationc.265N>Ap.Glu89Lysp.E89KQ15345protein_codingdeleterious(0)probably_damaging(0.986)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
LRRC41SNVMissense_Mutationc.1145N>Tp.Ala382Valp.A382VQ15345protein_codingtolerated(0.58)benign(0.001)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
LRRC41SNVMissense_Mutationc.507C>Gp.Ile169Metp.I169MQ15345protein_codingdeleterious(0.01)possibly_damaging(0.628)TCGA-C8-A12K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LRRC41SNVMissense_Mutationc.1191N>Cp.Lys397Asnp.K397NQ15345protein_codingtolerated(0.07)benign(0.051)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
LRRC41SNVMissense_Mutationc.1285G>Ap.Glu429Lysp.E429KQ15345protein_codingtolerated(0.51)benign(0.098)TCGA-D8-A1XM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LRRC41insertionFrame_Shift_Insrs772178289c.922_923insTCTTTp.Ser308IlefsTer17p.S308Ifs*17Q15345protein_codingTCGA-A8-A06T-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
LRRC41insertionIn_Frame_Insrs772178289c.922_923insATCTTTp.Ser308delinsAsnLeuCysp.S308delinsNLCQ15345protein_codingTCGA-A8-A07F-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LRRC41insertionIn_Frame_Insrs772178289c.922_923insATCTTTp.Ser308delinsAsnLeuCysp.S308delinsNLCQ15345protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
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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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