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: SHROOM4

Gene summary for SHROOM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SHROOM4

Gene ID

57477

Gene nameshroom family member 4
Gene AliasMRXSSDS
CytomapXp11.22
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9ULL8


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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
57477SHROOM4HCC1HumanLiverHCC2.53e-112.36e+000.5336
57477SHROOM4HCC2HumanLiverHCC9.74e-221.20e+000.5341
57477SHROOM4HCC5HumanLiverHCC3.86e-421.54e+000.4932
57477SHROOM4RNA-P25T1-P25T1-1HumanLungAIS1.34e-158.36e-01-0.2116
57477SHROOM4RNA-P25T1-P25T1-2HumanLungAIS3.39e-026.20e-01-0.1941
57477SHROOM4RNA-P25T1-P25T1-3HumanLungAIS1.28e-108.98e-01-0.2107
57477SHROOM4RNA-P25T1-P25T1-4HumanLungAIS1.85e-107.00e-01-0.2119
57477SHROOM4RNA-P6T1-P6T1-4HumanLungMIAC5.98e-057.43e-01-0.0263
57477SHROOM4RNA-P6T2-P6T2-1HumanLungIAC3.22e-228.42e-01-0.0166
57477SHROOM4RNA-P6T2-P6T2-2HumanLungIAC4.68e-298.50e-01-0.0132
57477SHROOM4RNA-P6T2-P6T2-3HumanLungIAC5.23e-379.31e-01-0.013
57477SHROOM4RNA-P6T2-P6T2-4HumanLungIAC5.18e-197.55e-01-0.0121
57477SHROOM4RNA-P7T1-P7T1-1HumanLungAIS4.10e-026.26e-01-0.0961
57477SHROOM4RNA-P7T1-P7T1-4HumanLungAIS1.10e-036.41e-01-0.0809
57477SHROOM4male-WTAHumanThyroidPTC7.27e-333.53e-010.1037
57477SHROOM4PTC01HumanThyroidPTC1.50e-265.08e-010.1899
57477SHROOM4PTC03HumanThyroidPTC1.35e-041.99e-010.1784
57477SHROOM4PTC04HumanThyroidPTC2.61e-102.23e-010.1927
57477SHROOM4PTC05HumanThyroidPTC1.25e-145.73e-010.2065
57477SHROOM4PTC06HumanThyroidPTC8.26e-531.07e+000.2057
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:000701522LiverHCCactin filament organization252/7958442/187233.83e-101.25e-08252
GO:00070158LungIACactin filament organization92/2061442/187231.01e-091.93e-0792
GO:000701513LungAISactin filament organization88/1849442/187231.02e-103.13e-0888
GO:000701533LungMIACactin filament organization50/967442/187231.64e-073.81e-0550
GO:0007015112ThyroidPTCactin filament organization225/5968442/187233.76e-173.44e-15225
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
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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
SHROOM4SNVMissense_Mutationnovelc.2968N>Gp.His990Aspp.H990DQ9ULL8protein_codingdeleterious(0.02)possibly_damaging(0.879)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SHROOM4SNVMissense_Mutationnovelc.2243N>Tp.Pro748Leup.P748LQ9ULL8protein_codingtolerated(0.16)benign(0.003)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
SHROOM4SNVMissense_Mutationrs370831168c.320N>Cp.Leu107Prop.L107PQ9ULL8protein_codingtolerated(0.2)possibly_damaging(0.854)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
SHROOM4SNVMissense_Mutationc.3016N>Cp.Glu1006Glnp.E1006QQ9ULL8protein_codingdeleterious(0.01)benign(0.031)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHROOM4SNVMissense_Mutationc.2512N>Tp.His838Tyrp.H838YQ9ULL8protein_codingdeleterious(0.02)probably_damaging(0.932)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SHROOM4SNVMissense_Mutationc.4189G>Ap.Asp1397Asnp.D1397NQ9ULL8protein_codingdeleterious(0.04)probably_damaging(0.995)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHROOM4SNVMissense_Mutationrs200144471c.3346C>Tp.Arg1116Cysp.R1116CQ9ULL8protein_codingdeleterious(0)probably_damaging(0.94)TCGA-BH-A0BT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
SHROOM4SNVMissense_Mutationc.1142N>Gp.Ser381Cysp.S381CQ9ULL8protein_codingtolerated(0.13)benign(0.001)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SHROOM4SNVMissense_Mutationc.3666C>Gp.His1222Glnp.H1222QQ9ULL8protein_codingtolerated(0.16)benign(0.015)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SHROOM4SNVMissense_Mutationnovelc.2066N>Cp.Gln689Prop.Q689PQ9ULL8protein_codingtolerated(0.06)benign(0.01)TCGA-E2-A1II-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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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