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: MALRD1

Gene summary for MALRD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MALRD1

Gene ID

340895

Gene nameMAM and LDL receptor class A domain containing 1
Gene AliasC10orf112
Cytomap10p12.31
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q5VYJ5


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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
340895MALRD1RNA-P10T2-P10T2-4HumanLungAAH1.70e-025.72e-01-0.138
340895MALRD1RNA-P25T1-P25T1-1HumanLungAIS3.02e-188.80e-01-0.2116
340895MALRD1RNA-P25T1-P25T1-2HumanLungAIS1.35e-099.69e-01-0.1941
340895MALRD1RNA-P25T1-P25T1-3HumanLungAIS3.33e-131.01e+00-0.2107
340895MALRD1RNA-P25T1-P25T1-4HumanLungAIS1.43e-211.10e+00-0.2119
340895MALRD1RNA-P6T2-P6T2-1HumanLungIAC8.73e-114.42e-01-0.0166
340895MALRD1RNA-P6T2-P6T2-2HumanLungIAC2.32e-124.39e-01-0.0132
340895MALRD1RNA-P6T2-P6T2-3HumanLungIAC1.04e-114.21e-01-0.013
340895MALRD1RNA-P6T2-P6T2-4HumanLungIAC3.43e-134.97e-01-0.0121
340895MALRD1RNA-P7T1-P7T1-1HumanLungAIS6.41e-078.48e-01-0.0961
340895MALRD1RNA-P7T1-P7T1-2HumanLungAIS4.65e-067.19e-01-0.0876
340895MALRD1RNA-P7T1-P7T1-3HumanLungAIS1.72e-046.59e-01-0.0822
340895MALRD1RNA-P7T1-P7T1-4HumanLungAIS6.77e-087.53e-01-0.0809
340895MALRD1RNA-P8T2-P8T2-4HumanLungAIS3.35e-039.34e-01-0.1197
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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
MALRD1SNVMissense_Mutationnovelc.4300G>Ap.Glu1434Lysp.E1434KQ5VYJ5protein_codingtolerated(0.06)possibly_damaging(0.809)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MALRD1SNVMissense_Mutationnovelc.4751N>Cp.Ser1584Thrp.S1584TQ5VYJ5protein_codingdeleterious(0.04)probably_damaging(0.968)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
MALRD1SNVMissense_Mutationnovelc.4064N>Cp.Phe1355Serp.F1355SQ5VYJ5protein_codingdeleterious(0.04)probably_damaging(0.958)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
MALRD1SNVMissense_Mutationnovelc.5073N>Tp.Leu1691Phep.L1691FQ5VYJ5protein_codingdeleterious(0.04)probably_damaging(0.991)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
MALRD1SNVMissense_Mutationnovelc.2262G>Tp.Met754Ilep.M754IQ5VYJ5protein_codingtolerated(0.74)benign(0.009)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MALRD1SNVMissense_Mutationc.2657G>Ap.Arg886Lysp.R886KQ5VYJ5protein_codingdeleterious(0.03)benign(0.408)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MALRD1SNVMissense_Mutationnovelc.5236N>Gp.Gln1746Glup.Q1746EQ5VYJ5protein_codingdeleterious(0)benign(0.164)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
MALRD1SNVMissense_Mutationrs762913209c.2858G>Ap.Arg953Hisp.R953HQ5VYJ5protein_codingtolerated(1)benign(0)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MALRD1SNVMissense_Mutationnovelc.4321N>Ap.Glu1441Lysp.E1441KQ5VYJ5protein_codingdeleterious(0.04)probably_damaging(0.959)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MALRD1SNVMissense_Mutationnovelc.5681N>Ap.Gly1894Aspp.G1894DQ5VYJ5protein_codingdeleterious(0.04)benign(0.109)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<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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