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: TMOD3

Gene summary for TMOD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMOD3

Gene ID

29766

Gene nametropomodulin 3
Gene AliasUTMOD
Cytomap15q21.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q9NYL9


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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
29766TMOD3LZE2THumanEsophagusESCC7.95e-048.34e-010.082
29766TMOD3LZE4THumanEsophagusESCC1.91e-198.00e-010.0811
29766TMOD3LZE5THumanEsophagusESCC4.05e-049.78e-010.0514
29766TMOD3LZE7THumanEsophagusESCC1.49e-075.87e-010.0667
29766TMOD3LZE8THumanEsophagusESCC3.05e-125.22e-010.067
29766TMOD3LZE20THumanEsophagusESCC5.99e-093.77e-010.0662
29766TMOD3LZE22D1HumanEsophagusHGIN3.30e-032.42e-010.0595
29766TMOD3LZE22THumanEsophagusESCC6.36e-054.53e-010.068
29766TMOD3LZE24THumanEsophagusESCC3.21e-205.56e-010.0596
29766TMOD3LZE21THumanEsophagusESCC3.23e-055.43e-010.0655
29766TMOD3LZE6THumanEsophagusESCC3.67e-097.54e-010.0845
29766TMOD3P1T-EHumanEsophagusESCC5.09e-181.10e+000.0875
29766TMOD3P2T-EHumanEsophagusESCC6.80e-284.10e-010.1177
29766TMOD3P4T-EHumanEsophagusESCC5.40e-371.02e+000.1323
29766TMOD3P5T-EHumanEsophagusESCC1.58e-448.31e-010.1327
29766TMOD3P8T-EHumanEsophagusESCC8.45e-601.34e+000.0889
29766TMOD3P9T-EHumanEsophagusESCC3.95e-288.37e-010.1131
29766TMOD3P10T-EHumanEsophagusESCC6.83e-581.04e+000.116
29766TMOD3P11T-EHumanEsophagusESCC1.56e-095.68e-010.1426
29766TMOD3P12T-EHumanEsophagusESCC9.31e-347.48e-010.1122
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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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:19029038LungIACregulation of supramolecular fiber organization73/2061383/187231.87e-068.87e-0573
GO:00514947LungIACnegative regulation of cytoskeleton organization38/2061163/187235.35e-062.08e-0438
GO:00022628LungIACmyeloid cell homeostasis37/2061157/187235.42e-062.09e-0437
GO:00300998LungIACmyeloid cell differentiation70/2061381/187231.12e-053.45e-0470
GO:00488728LungIAChomeostasis of number of cells54/2061272/187231.20e-053.64e-0454
GO:01100538LungIACregulation of actin filament organization54/2061278/187232.27e-056.28e-0454
GO:19029047LungIACnegative regulation of supramolecular fiber organization37/2061167/187232.38e-056.50e-0437
GO:00512588LungIACprotein polymerization56/2061297/187233.90e-059.51e-0456
GO:19019872LungIACregulation of cell cycle phase transition69/2061390/187234.55e-051.06e-0369
GO:00073464LungIACregulation of mitotic cell cycle78/2061457/187235.37e-051.21e-0378
GO:00457875LungIACpositive regulation of cell cycle56/2061313/187231.69e-043.01e-0356
GO:00325357LungIACregulation of cellular component size65/2061383/187232.56e-044.26e-0365
GO:0042692LungIACmuscle cell differentiation65/2061384/187232.75e-044.54e-0365
GO:19019902LungIACregulation of mitotic cell cycle phase transition53/2061299/187233.14e-044.98e-0353
GO:00322718LungIACregulation of protein polymerization42/2061233/187238.87e-041.11e-0242
GO:00900684LungIACpositive regulation of cell cycle process42/2061236/187231.15e-031.35e-0242
GO:00432548LungIACregulation of protein-containing complex assembly68/2061428/187231.20e-031.38e-0268
GO:00432422LungIACnegative regulation of protein-containing complex disassembly19/206182/187231.23e-031.42e-0219
GO:00030124LungIACmuscle system process71/2061452/187231.29e-031.45e-0271
GO:00459314LungIACpositive regulation of mitotic cell cycle25/2061121/187231.38e-031.53e-0225
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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
TMOD3SNVMissense_Mutationc.473N>Ap.Gly158Aspp.G158DQ9NYL9protein_codingtolerated(0.64)benign(0.007)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
TMOD3SNVMissense_Mutationnovelc.871G>Tp.Asp291Tyrp.D291YQ9NYL9protein_codingdeleterious(0)probably_damaging(0.989)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
TMOD3SNVMissense_Mutationnovelc.959N>Tp.Tyr320Phep.Y320FQ9NYL9protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TMOD3SNVMissense_Mutationrs757302528c.526N>Ap.Val176Ilep.V176IQ9NYL9protein_codingtolerated(0.24)benign(0.012)TCGA-CI-6622-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapy5-fluorouracilSD
TMOD3deletionFrame_Shift_Delrs759399045c.275delNp.Ile97TyrfsTer23p.I97Yfs*23Q9NYL9protein_codingTCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
TMOD3SNVMissense_Mutationrs746856695c.833N>Tp.Ala278Valp.A278VQ9NYL9protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0GW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMOD3SNVMissense_Mutationnovelc.343N>Ap.Leu115Ilep.L115IQ9NYL9protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMOD3SNVMissense_Mutationc.43C>Ap.Leu15Ilep.L15IQ9NYL9protein_codingtolerated(1)benign(0.107)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMOD3SNVMissense_Mutationc.311N>Ap.Pro104Hisp.P104HQ9NYL9protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TMOD3SNVMissense_Mutationc.73T>Cp.Ser25Prop.S25PQ9NYL9protein_codingtolerated(0.05)probably_damaging(1)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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