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: MOSMO

Gene summary for MOSMO

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MOSMO

Gene ID

730094

Gene namemodulator of smoothened
Gene AliasATTHOG
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q8NHV5


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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
730094MOSMOAEH-subject1HumanEndometriumAEH1.78e-102.78e-01-0.3059
730094MOSMOAEH-subject2HumanEndometriumAEH7.86e-041.51e-01-0.2525
730094MOSMOAEH-subject3HumanEndometriumAEH1.82e-051.86e-01-0.2576
730094MOSMOAEH-subject4HumanEndometriumAEH9.74e-113.21e-01-0.2657
730094MOSMOAEH-subject5HumanEndometriumAEH1.75e-041.36e-01-0.2953
730094MOSMOEEC-subject1HumanEndometriumEEC4.07e-082.30e-01-0.2682
730094MOSMOEEC-subject2HumanEndometriumEEC8.49e-101.88e-01-0.2607
730094MOSMOEEC-subject3HumanEndometriumEEC3.72e-113.09e-01-0.2525
730094MOSMOEEC-subject4HumanEndometriumEEC7.40e-031.90e-01-0.2571
730094MOSMOEEC-subject5HumanEndometriumEEC8.23e-051.20e-01-0.249
730094MOSMOGSM5276934HumanEndometriumEEC3.50e-224.12e-01-0.0913
730094MOSMOGSM5276935HumanEndometriumEEC4.06e-071.35e-01-0.123
730094MOSMOGSM5276937HumanEndometriumEEC3.31e-457.37e-01-0.0897
730094MOSMOGSM5252130_BPH340PrGF_ViaHumanProstateBPH1.02e-104.71e-01-0.1972
730094MOSMOGSM5252131_BPH340PrSF_ViaHumanProstateBPH7.80e-155.36e-01-0.2126
730094MOSMOGSM5252132_BPH389PrGFHumanProstateBPH4.98e-128.69e-01-0.2247
730094MOSMOGSM5252133_BPH389PrSFHumanProstateBPH2.24e-045.96e-01-0.2027
730094MOSMOGSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH1.61e-105.06e-01-0.1433
730094MOSMOGSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH9.20e-217.09e-01-0.1833
730094MOSMOGSM5252136_BPH556PrGA1_FcolHumanProstateBPH1.84e-074.20e-01-0.23
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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:003164716EndometriumAEHregulation of protein stability77/2100298/187231.13e-122.26e-1077
GO:003164717EndometriumEECregulation of protein stability80/2168298/187232.48e-135.96e-1180
GO:003164718ProstateBPHregulation of protein stability111/3107298/187234.58e-181.42e-15111
GO:0045664ProstateBPHregulation of neuron differentiation46/3107196/187237.95e-033.47e-0246
GO:003164719ProstateTumorregulation of protein stability112/3246298/187234.18e-171.18e-14112
GO:00456641ProstateTumorregulation of neuron differentiation52/3246196/187237.90e-045.38e-0352
GO:0031647113ThyroidPTCregulation of protein stability174/5968298/187232.05e-214.05e-19174
GO:0045879ThyroidPTCnegative regulation of smoothened signaling pathway17/596832/187231.02e-024.11e-0217
GO:003164734ThyroidATCregulation of protein stability177/6293298/187234.08e-206.46e-18177
GO:00458791ThyroidATCnegative regulation of smoothened signaling pathway20/629332/187237.67e-044.24e-0320
GO:0008589ThyroidATCregulation of smoothened signaling pathway40/629381/187232.36e-031.10e-0240
GO:0007224ThyroidATCsmoothened signaling pathway60/6293138/187239.75e-033.57e-0260
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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
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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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