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: LRRC28

Gene summary for LRRC28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LRRC28

Gene ID

123355

Gene nameleucine rich repeat containing 28
Gene AliasLRRC28
Cytomap15q26.3
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

A0A024RC88


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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
123355LRRC28P52T-EHumanEsophagusESCC2.33e-153.26e-010.1555
123355LRRC28P54T-EHumanEsophagusESCC8.79e-203.90e-010.0975
123355LRRC28P56T-EHumanEsophagusESCC1.17e-024.86e-010.1613
123355LRRC28P57T-EHumanEsophagusESCC4.39e-142.09e-010.0926
123355LRRC28P61T-EHumanEsophagusESCC1.37e-172.32e-010.099
123355LRRC28P62T-EHumanEsophagusESCC2.34e-182.15e-010.1302
123355LRRC28P65T-EHumanEsophagusESCC2.35e-112.11e-010.0978
123355LRRC28P74T-EHumanEsophagusESCC1.71e-123.31e-010.1479
123355LRRC28P75T-EHumanEsophagusESCC5.12e-153.12e-010.1125
123355LRRC28P76T-EHumanEsophagusESCC6.30e-173.29e-010.1207
123355LRRC28P79T-EHumanEsophagusESCC3.46e-1223.60e+000.1154
123355LRRC28P80T-EHumanEsophagusESCC1.25e-133.55e-010.155
123355LRRC28P82T-EHumanEsophagusESCC7.81e-135.33e-010.1072
123355LRRC28P83T-EHumanEsophagusESCC3.33e-154.62e-010.1738
123355LRRC28P84T-EHumanEsophagusESCC2.58e-053.51e-010.0933
123355LRRC28P89T-EHumanEsophagusESCC1.71e-083.25e-010.1752
123355LRRC28P91T-EHumanEsophagusESCC1.32e-087.34e-010.1828
123355LRRC28P107T-EHumanEsophagusESCC1.50e-326.31e-010.171
123355LRRC28P126T-EHumanEsophagusESCC4.79e-074.36e-010.1125
123355LRRC28P127T-EHumanEsophagusESCC2.16e-182.00e-010.0826
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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
∗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
LRRC28SNVMissense_Mutationc.587N>Gp.Pro196Argp.P196RQ86X40protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
LRRC28insertionNonsense_Mutationnovelc.1080_1081insTCCTGAAAAGTTTTTAGGTAACCACCCp.Leu360_Gln361insSerTerLysValPheArgTerProProp.L360_Q361insS*KVFR*PPQ86X40protein_codingTCGA-AO-A03R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LRRC28SNVMissense_Mutationnovelc.890N>Tp.Pro297Leup.P297LQ86X40protein_codingdeleterious(0.01)possibly_damaging(0.521)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LRRC28SNVMissense_Mutationc.797N>Cp.Glu266Alap.E266AQ86X40protein_codingtolerated(0.33)benign(0)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
LRRC28SNVMissense_Mutationrs750430368c.242N>Tp.Pro81Leup.P81LQ86X40protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
LRRC28SNVMissense_Mutationc.248C>Tp.Ala83Valp.A83VQ86X40protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LRRC28SNVMissense_Mutationc.638A>Gp.Asn213Serp.N213SQ86X40protein_codingdeleterious(0.04)benign(0.062)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LRRC28SNVMissense_Mutationrs375152645c.497N>Ap.Arg166Glnp.R166QQ86X40protein_codingtolerated(0.06)benign(0.005)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LRRC28SNVMissense_Mutationrs199769485c.340N>Tp.Arg114Cysp.R114CQ86X40protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LRRC28SNVMissense_Mutationrs753306548c.502N>Tp.Arg168Cysp.R168CQ86X40protein_codingtolerated(0.15)benign(0.438)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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