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: MACROD1

Gene summary for MACROD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MACROD1

Gene ID

28992

Gene namemono-ADP ribosylhydrolase 1
Gene AliasLRP16
Cytomap11q13.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9BQ69


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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
28992MACROD1S43HumanLiverCirrhotic6.13e-06-1.73e-01-0.0187
28992MACROD1HCC1_MengHumanLiverHCC2.01e-19-1.43e-010.0246
28992MACROD1HCC2_MengHumanLiverHCC1.49e-195.09e-020.0107
28992MACROD1HCC5HumanLiverHCC2.05e-022.39e-010.4932
28992MACROD1S014HumanLiverHCC3.09e-074.35e-010.2254
28992MACROD1S016HumanLiverHCC3.89e-053.65e-010.2243
28992MACROD1S027HumanLiverHCC9.63e-045.45e-010.2446
28992MACROD1S028HumanLiverHCC1.08e-086.41e-010.2503
28992MACROD1S029HumanLiverHCC7.89e-117.46e-010.2581
28992MACROD1C04HumanOral cavityOSCC1.38e-117.03e-010.2633
28992MACROD1C21HumanOral cavityOSCC1.12e-521.68e+000.2678
28992MACROD1C30HumanOral cavityOSCC5.61e-135.56e-010.3055
28992MACROD1C43HumanOral cavityOSCC4.58e-286.50e-010.1704
28992MACROD1C46HumanOral cavityOSCC1.71e-379.15e-010.1673
28992MACROD1C51HumanOral cavityOSCC4.44e-033.27e-010.2674
28992MACROD1C57HumanOral cavityOSCC1.25e-044.26e-010.1679
28992MACROD1C07HumanOral cavityOSCC5.55e-056.85e-010.2491
28992MACROD1C08HumanOral cavityOSCC1.09e-063.11e-010.1919
28992MACROD1C09HumanOral cavityOSCC2.19e-072.58e-010.1431
28992MACROD1LN22HumanOral cavityOSCC4.27e-066.05e-010.1733
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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
GO:0072521111EsophagusESCCpurine-containing compound metabolic process238/8552416/187231.20e-061.49e-05238
GO:19016574EsophagusESCCglycosyl compound metabolic process57/855288/187232.32e-041.44e-0357
GO:00091163EsophagusESCCnucleoside metabolic process39/855262/187234.68e-031.82e-0239
GO:007252112LiverCirrhoticpurine-containing compound metabolic process156/4634416/187233.74e-091.52e-07156
GO:19016572LiverCirrhoticglycosyl compound metabolic process37/463488/187232.70e-042.40e-0337
GO:0042278LiverCirrhoticpurine nucleoside metabolic process13/463426/187234.72e-032.48e-0213
GO:0009116LiverCirrhoticnucleoside metabolic process25/463462/187234.90e-032.56e-0225
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:19016571LiverHCCglycosyl compound metabolic process55/795888/187231.20e-041.01e-0355
GO:00091161LiverHCCnucleoside metabolic process37/795862/187234.73e-032.02e-0237
GO:19016573Oral cavityOSCCglycosyl compound metabolic process52/730588/187231.06e-047.84e-0452
GO:007252120Oral cavityOSCCpurine-containing compound metabolic process199/7305416/187231.34e-049.53e-04199
GO:00091162Oral cavityOSCCnucleoside metabolic process37/730562/187237.79e-044.23e-0337
GO:190165711Oral cavityLPglycosyl compound metabolic process43/462388/187237.80e-072.05e-0543
GO:000911611Oral cavityLPnucleoside metabolic process31/462362/187231.46e-052.57e-0431
GO:0072521110Oral cavityLPpurine-containing compound metabolic process130/4623416/187231.30e-031.05e-02130
GO:00422781Oral cavityLPpurine nucleoside metabolic process14/462326/187231.33e-031.07e-0214
GO:007252127ThyroidPTCpurine-containing compound metabolic process182/5968416/187231.92e-073.51e-06182
GO:007252128ThyroidATCpurine-containing compound metabolic process189/6293416/187232.83e-074.29e-06189
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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
MACROD1SNVMissense_Mutationc.649C>Gp.Arg217Glyp.R217GQ9BQ69protein_codingtolerated(0.38)benign(0.106)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MACROD1SNVMissense_Mutationc.571G>Ap.Ala191Thrp.A191TQ9BQ69protein_codingdeleterious(0)probably_damaging(1)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MACROD1SNVMissense_Mutationc.571G>Ap.Ala191Thrp.A191TQ9BQ69protein_codingdeleterious(0)probably_damaging(1)TCGA-F4-6460-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
MACROD1SNVMissense_Mutationc.866N>Cp.Glu289Alap.E289AQ9BQ69protein_codingdeleterious(0.01)benign(0.007)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MACROD1SNVMissense_Mutationrs142560390c.395N>Tp.Ala132Valp.A132VQ9BQ69protein_codingtolerated(0.27)benign(0.007)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
MACROD1SNVMissense_Mutationc.470N>Cp.Leu157Prop.L157PQ9BQ69protein_codingdeleterious(0)benign(0.324)TCGA-BC-A10U-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
MACROD1SNVMissense_Mutationc.517N>Tp.Ala173Serp.A173SQ9BQ69protein_codingdeleterious(0)probably_damaging(0.99)TCGA-L9-A7SV-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycisplatinCR
MACROD1SNVMissense_Mutationc.390N>Cp.Glu130Aspp.E130DQ9BQ69protein_codingtolerated(0.15)benign(0)TCGA-37-3783-01Lunglung squamous cell carcinomaMale<65III/IVUnknownUnknownSD
MACROD1SNVMissense_Mutationnovelc.742C>Gp.Leu248Valp.L248VQ9BQ69protein_codingtolerated(0.54)benign(0.031)TCGA-85-8666-01Lunglung squamous cell carcinomaMale>=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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