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: MON1B

Gene summary for MON1B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MON1B

Gene ID

22879

Gene nameMON1 homolog B, secretory trafficking associated
Gene AliasHSRG1
Cytomap16q23.1
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

B4DKA0


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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
22879MON1BLZE4THumanEsophagusESCC2.34e-102.25e-010.0811
22879MON1BLZE7THumanEsophagusESCC1.37e-021.30e-010.0667
22879MON1BLZE8THumanEsophagusESCC2.45e-031.28e-010.067
22879MON1BLZE20THumanEsophagusESCC4.38e-021.14e-010.0662
22879MON1BLZE22THumanEsophagusESCC3.26e-023.57e-010.068
22879MON1BLZE24THumanEsophagusESCC1.78e-153.20e-010.0596
22879MON1BLZE21THumanEsophagusESCC7.33e-052.60e-010.0655
22879MON1BP1T-EHumanEsophagusESCC1.64e-186.67e-010.0875
22879MON1BP2T-EHumanEsophagusESCC1.79e-181.63e-010.1177
22879MON1BP4T-EHumanEsophagusESCC3.71e-122.50e-010.1323
22879MON1BP5T-EHumanEsophagusESCC3.91e-121.01e-010.1327
22879MON1BP8T-EHumanEsophagusESCC8.17e-223.95e-010.0889
22879MON1BP9T-EHumanEsophagusESCC7.35e-041.05e-010.1131
22879MON1BP10T-EHumanEsophagusESCC1.65e-151.22e-010.116
22879MON1BP11T-EHumanEsophagusESCC4.45e-092.66e-010.1426
22879MON1BP12T-EHumanEsophagusESCC2.40e-141.42e-010.1122
22879MON1BP15T-EHumanEsophagusESCC8.08e-131.95e-010.1149
22879MON1BP16T-EHumanEsophagusESCC2.49e-109.83e-020.1153
22879MON1BP17T-EHumanEsophagusESCC3.94e-039.05e-020.1278
22879MON1BP20T-EHumanEsophagusESCC1.58e-296.39e-010.1124
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:001908017EsophagusESCCviral gene expression80/855294/187232.04e-151.28e-1380
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:00726659EsophagusESCCprotein localization to vacuole52/855267/187239.14e-081.52e-0652
GO:001908312EsophagusESCCviral transcription41/855250/187231.35e-072.17e-0641
GO:00066238EsophagusESCCprotein targeting to vacuole31/855237/187231.95e-062.26e-0531
GO:00726668EsophagusESCCestablishment of protein localization to vacuole37/855249/187232.05e-051.78e-0437
GO:007259422LiverHCCestablishment of protein localization to organelle299/7958422/187231.06e-326.10e-30299
GO:001603222LiverHCCviral process286/7958415/187234.41e-281.86e-25286
GO:000660512LiverHCCprotein targeting219/7958314/187237.74e-231.49e-20219
GO:001908021LiverHCCviral gene expression77/795894/187234.33e-153.12e-1377
GO:000703421LiverHCCvacuolar transport108/7958157/187232.22e-118.69e-10108
GO:00190831LiverHCCviral transcription40/795850/187236.50e-081.35e-0640
GO:007266521LiverHCCprotein localization to vacuole48/795867/187231.27e-061.85e-0548
GO:00726662LiverHCCestablishment of protein localization to vacuole35/795849/187233.90e-053.85e-0435
GO:000662321LiverHCCprotein targeting to vacuole28/795837/187234.26e-054.16e-0428
GO:007259418Oral cavityOSCCestablishment of protein localization to organelle284/7305422/187231.50e-321.35e-29284
GO:001603220Oral cavityOSCCviral process274/7305415/187232.42e-291.70e-26274
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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
MON1BSNVMissense_Mutationrs769422811c.1496C>Ap.Ala499Glup.A499EQ7L1V2protein_codingtolerated(0.05)probably_damaging(0.966)TCGA-A7-A3IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
MON1BSNVMissense_Mutationrs758500834c.1553N>Ap.Arg518Glnp.R518QQ7L1V2protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MON1BSNVMissense_Mutationnovelc.1313C>Tp.Pro438Leup.P438LQ7L1V2protein_codingtolerated(0.06)probably_damaging(0.999)TCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MON1BSNVMissense_Mutationc.244N>Cp.Glu82Glnp.E82QQ7L1V2protein_codingtolerated(0.15)benign(0.011)TCGA-D8-A13Y-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MON1BSNVMissense_Mutationnovelc.1564C>Tp.Arg522Cysp.R522CQ7L1V2protein_codingdeleterious(0.02)benign(0.27)TCGA-OL-A5D6-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MON1BinsertionFrame_Shift_Insnovelc.1315_1316insTCTGGTGGp.Tyr439PhefsTer47p.Y439Ffs*47Q7L1V2protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
MON1BSNVMissense_Mutationc.1111N>Ap.Glu371Lysp.E371KQ7L1V2protein_codingtolerated(0.65)possibly_damaging(0.883)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
MON1BSNVMissense_Mutationrs200585249c.1025N>Ap.Arg342Hisp.R342HQ7L1V2protein_codingdeleterious(0.03)benign(0.435)TCGA-ZJ-AAXF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MON1BinsertionIn_Frame_Insnovelc.870_871insGTCATAGTTp.Glu290_Arg291insValIleValp.E290_R291insVIVQ7L1V2protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
MON1BSNVMissense_Mutationc.1099N>Tp.Arg367Trpp.R367WQ7L1V2protein_codingdeleterious(0)probably_damaging(0.965)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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