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: TMOD1

Gene summary for TMOD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMOD1

Gene ID

7111

Gene nametropomodulin 1
Gene AliasD9S57E
Cytomap9q22.33
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

P28289


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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
7111TMOD1HTA11_4255_2000001011HumanColorectumSER3.03e-063.30e-010.0446
7111TMOD1HTA11_8622_2000001021HumanColorectumSER1.95e-072.81e-010.0528
7111TMOD1HTA11_7663_2000001011HumanColorectumSER6.29e-032.25e-010.0131
7111TMOD1HTA11_10623_2000001011HumanColorectumAD8.98e-031.61e-01-0.0177
7111TMOD1HTA11_6818_2000001011HumanColorectumAD6.21e-218.35e-010.0112
7111TMOD1HTA11_99999971662_82457HumanColorectumMSS1.82e-031.05e-010.3859
7111TMOD1HTA11_99999974143_84620HumanColorectumMSS2.24e-132.34e-010.3005
7111TMOD1HTA12-15-2HumanPancreasPDAC4.58e-065.74e-010.2315
7111TMOD1HTA12-23-1HumanPancreasPDAC3.96e-056.36e-010.3405
7111TMOD1HTA12-25-1HumanPancreasPDAC2.48e-108.24e-010.313
7111TMOD1HTA12-26-1HumanPancreasPDAC3.69e-126.32e-010.3728
7111TMOD1HTA12-29-1HumanPancreasPDAC2.01e-489.76e-010.3722
7111TMOD1HTA12-30-1HumanPancreasPDAC4.45e-028.25e-010.3671
7111TMOD1HTA12-32-1HumanPancreasPDAC1.09e-028.55e-010.3624
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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
∗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:0007015ColorectumADactin filament organization167/3918442/187231.65e-167.94e-14167
GO:0032535ColorectumADregulation of cellular component size142/3918383/187231.74e-133.41e-11142
GO:1902903ColorectumADregulation of supramolecular fiber organization139/3918383/187232.01e-123.19e-10139
GO:0032970ColorectumADregulation of actin filament-based process142/3918397/187234.05e-125.90e-10142
GO:0110053ColorectumADregulation of actin filament organization108/3918278/187235.02e-126.98e-10108
GO:0008154ColorectumADactin polymerization or depolymerization90/3918218/187236.14e-128.23e-1090
GO:0032271ColorectumADregulation of protein polymerization94/3918233/187231.01e-111.29e-0994
GO:0030041ColorectumADactin filament polymerization81/3918191/187231.35e-111.69e-0981
GO:0051258ColorectumADprotein polymerization112/3918297/187231.85e-112.27e-09112
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:0008064ColorectumADregulation of actin polymerization or depolymerization79/3918188/187234.17e-114.74e-0979
GO:0030833ColorectumADregulation of actin filament polymerization74/3918172/187234.50e-115.03e-0974
GO:0030832ColorectumADregulation of actin filament length79/3918189/187235.71e-116.27e-0979
GO:0032956ColorectumADregulation of actin cytoskeleton organization127/3918358/187231.03e-101.04e-08127
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:0032272ColorectumADnegative regulation of protein polymerization36/391880/187231.13e-063.72e-0536
GO:0030837ColorectumADnegative regulation of actin filament polymerization30/391865/187234.59e-061.22e-0430
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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
TMOD1SNVMissense_Mutationc.199C>Ap.Leu67Ilep.L67IP28289protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TMOD1SNVMissense_Mutationc.724N>Cp.Tyr242Hisp.Y242HP28289protein_codingtolerated(0.54)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TMOD1SNVMissense_Mutationrs767885123c.718N>Ap.Val240Metp.V240MP28289protein_codingdeleterious(0.04)possibly_damaging(0.761)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TMOD1SNVMissense_Mutationnovelc.895N>Ap.Glu299Lysp.E299KP28289protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
TMOD1SNVMissense_Mutationrs771595062c.398N>Tp.Ala133Valp.A133VP28289protein_codingdeleterious(0)probably_damaging(0.938)TCGA-AA-3971-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicCR
TMOD1SNVMissense_Mutationrs770906034c.178G>Ap.Gly60Serp.G60SP28289protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TMOD1SNVMissense_Mutationrs760447981c.341C>Tp.Pro114Leup.P114LP28289protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
TMOD1SNVMissense_Mutationnovelc.460T>Cp.Ser154Prop.S154PP28289protein_codingtolerated(0.11)benign(0.071)TCGA-AY-6196-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
TMOD1SNVMissense_Mutationc.247N>Tp.Asp83Tyrp.D83YP28289protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AY-A69D-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TMOD1SNVMissense_Mutationnovelc.24G>Tp.Glu8Aspp.E8DP28289protein_codingtolerated(0.18)benign(0.191)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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