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
28992MACROD1LZE2THumanEsophagusESCC2.77e-023.81e-010.082
28992MACROD1LZE4THumanEsophagusESCC1.86e-031.77e-010.0811
28992MACROD1LZE22THumanEsophagusESCC1.29e-022.78e-010.068
28992MACROD1LZE24THumanEsophagusESCC1.02e-175.75e-010.0596
28992MACROD1P1T-EHumanEsophagusESCC3.90e-167.66e-010.0875
28992MACROD1P2T-EHumanEsophagusESCC1.13e-213.64e-010.1177
28992MACROD1P4T-EHumanEsophagusESCC7.46e-459.78e-010.1323
28992MACROD1P5T-EHumanEsophagusESCC6.58e-183.32e-010.1327
28992MACROD1P8T-EHumanEsophagusESCC1.75e-324.87e-010.0889
28992MACROD1P9T-EHumanEsophagusESCC1.70e-061.81e-010.1131
28992MACROD1P10T-EHumanEsophagusESCC2.16e-212.58e-010.116
28992MACROD1P11T-EHumanEsophagusESCC4.13e-145.35e-010.1426
28992MACROD1P12T-EHumanEsophagusESCC8.75e-478.26e-010.1122
28992MACROD1P15T-EHumanEsophagusESCC3.67e-174.24e-010.1149
28992MACROD1P16T-EHumanEsophagusESCC5.58e-254.19e-010.1153
28992MACROD1P17T-EHumanEsophagusESCC8.16e-165.37e-010.1278
28992MACROD1P19T-EHumanEsophagusESCC2.56e-044.61e-010.1662
28992MACROD1P20T-EHumanEsophagusESCC2.12e-184.19e-010.1124
28992MACROD1P21T-EHumanEsophagusESCC7.68e-366.41e-010.1617
28992MACROD1P22T-EHumanEsophagusESCC3.35e-111.57e-010.1236
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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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