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: FMOD

Gene summary for FMOD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FMOD

Gene ID

2331

Gene namefibromodulin
Gene AliasFM
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A024R971


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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
2331FMODHTA11_78_2000001011HumanColorectumAD1.29e-021.55e-01-0.1088
2331FMODHTA11_696_2000001011HumanColorectumAD1.63e-225.21e-01-0.1464
2331FMODHTA11_866_2000001011HumanColorectumAD1.92e-041.59e-01-0.1001
2331FMODHTA11_546_2000001011HumanColorectumAD2.22e-031.94e-01-0.0842
2331FMODHTA11_866_3004761011HumanColorectumAD2.81e-143.60e-010.096
2331FMODHTA11_4255_2000001011HumanColorectumSER3.43e-022.17e-010.0446
2331FMODHTA11_99999970781_79442HumanColorectumMSS9.36e-061.56e-010.294
2331FMODHTA11_99999965104_69814HumanColorectumMSS5.30e-031.51e-010.281
2331FMODHTA11_99999971662_82457HumanColorectumMSS9.36e-061.53e-010.3859
2331FMODAdj_PTCwithHT_6HumanThyroidHT6.90e-05-2.37e-010.02
2331FMODPTCwithHT_6HumanThyroidHT4.72e-04-2.42e-010.02
2331FMODPTCwithHT_8HumanThyroidHT9.11e-04-2.33e-010.0351
2331FMODPTCwithoutHT_2HumanThyroidPTC5.85e-06-2.54e-010.0419
2331FMODmale-WTAHumanThyroidPTC6.42e-05-1.47e-010.1037
2331FMODPTC01HumanThyroidPTC1.75e-05-2.17e-010.1899
2331FMODPTC07HumanThyroidPTC2.75e-09-1.65e-010.2044
2331FMODATC12HumanThyroidATC3.57e-05-2.00e-010.34
2331FMODATC13HumanThyroidATC4.67e-144.61e-010.34
2331FMODATC4HumanThyroidATC2.04e-06-1.69e-010.34
2331FMODATC5HumanThyroidATC9.34e-185.30e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0007178ColorectumADtransmembrane receptor protein serine/threonine kinase signaling pathway99/3918355/187239.92e-049.28e-0399
GO:0071559ColorectumADresponse to transforming growth factor beta74/3918256/187231.45e-031.23e-0274
GO:0071560ColorectumADcellular response to transforming growth factor beta stimulus72/3918250/187231.85e-031.52e-0272
GO:0007179ColorectumADtransforming growth factor beta receptor signaling pathway59/3918198/187231.94e-031.58e-0259
GO:00071781ColorectumMSStransmembrane receptor protein serine/threonine kinase signaling pathway86/3467355/187234.04e-032.95e-0286
GO:007155918ThyroidHTresponse to transforming growth factor beta35/1272256/187236.03e-051.13e-0335
GO:007156018ThyroidHTcellular response to transforming growth factor beta stimulus34/1272250/187238.48e-051.46e-0334
GO:000717818ThyroidHTtransmembrane receptor protein serine/threonine kinase signaling pathway42/1272355/187233.21e-044.20e-0342
GO:000717918ThyroidHTtransforming growth factor beta receptor signaling pathway26/1272198/187239.39e-049.80e-0326
GO:007155919ThyroidPTCresponse to transforming growth factor beta131/5968256/187239.20e-113.17e-09131
GO:007156019ThyroidPTCcellular response to transforming growth factor beta stimulus126/5968250/187237.34e-102.19e-08126
GO:000717919ThyroidPTCtransforming growth factor beta receptor signaling pathway104/5968198/187231.20e-093.47e-08104
GO:000717819ThyroidPTCtransmembrane receptor protein serine/threonine kinase signaling pathway156/5968355/187231.02e-061.51e-05156
GO:00301986ThyroidPTCextracellular matrix organization124/5968301/187233.75e-042.53e-03124
GO:00430626ThyroidPTCextracellular structure organization124/5968302/187234.38e-042.92e-03124
GO:00452296ThyroidPTCexternal encapsulating structure organization124/5968304/187235.96e-043.79e-03124
GO:00301995ThyroidPTCcollagen fibril organization29/596861/187237.57e-033.23e-0229
GO:007155925ThyroidATCresponse to transforming growth factor beta142/6293256/187234.30e-131.94e-11142
GO:007156026ThyroidATCcellular response to transforming growth factor beta stimulus137/6293250/187233.69e-121.49e-10137
GO:000717924ThyroidATCtransforming growth factor beta receptor signaling pathway112/6293198/187232.42e-118.44e-10112
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04350ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
hsa043501ColorectumSERTGF-beta signaling pathway31/1580108/84657.00e-033.77e-022.74e-0231
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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
FMODSNVMissense_Mutationrs369136071c.821N>Ap.Arg274Glnp.R274QQ06828protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AR-A1AJ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FMODSNVMissense_Mutationnovelc.102N>Cp.Gln34Hisp.Q34HQ06828protein_codingtolerated(0.14)benign(0.4)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
FMODSNVMissense_Mutationnovelc.1039G>Tp.Val347Leup.V347LQ06828protein_codingtolerated(0.3)benign(0.292)TCGA-AR-A2LQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
FMODSNVMissense_Mutationrs769441362c.993C>Ap.Ser331Argp.S331RQ06828protein_codingdeleterious(0.04)possibly_damaging(0.69)TCGA-D8-A1JG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FMODinsertionFrame_Shift_Insnovelc.799_800insGp.Ala267GlyfsTer31p.A267Gfs*31Q06828protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FMODSNVMissense_Mutationc.688C>Gp.Leu230Valp.L230VQ06828protein_codingtolerated(0.22)benign(0.04)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
FMODSNVMissense_Mutationrs200924838c.820C>Tp.Arg274Trpp.R274WQ06828protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FMODSNVMissense_Mutationrs376310218c.316N>Tp.Arg106Cysp.R106CQ06828protein_codingdeleterious(0.03)probably_damaging(0.994)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
FMODSNVMissense_Mutationc.298N>Ap.Leu100Metp.L100MQ06828protein_codingtolerated(0.45)benign(0.133)TCGA-D5-6927-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FMODSNVMissense_Mutationc.208N>Tp.Pro70Serp.P70SQ06828protein_codingtolerated(0.62)benign(0.01)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=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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