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: TICAM1

Gene summary for TICAM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TICAM1

Gene ID

148022

Gene nametoll like receptor adaptor molecule 1
Gene AliasIIAE6
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q8IUC6


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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
148022TICAM1HTA11_2487_2000001011HumanColorectumSER4.50e-073.84e-01-0.1808
148022TICAM1HTA11_1938_2000001011HumanColorectumAD3.13e-064.09e-01-0.0811
148022TICAM1HTA11_347_2000001011HumanColorectumAD6.56e-032.11e-01-0.1954
148022TICAM1HTA11_411_2000001011HumanColorectumSER1.40e-061.12e+00-0.2602
148022TICAM1HTA11_2112_2000001011HumanColorectumSER3.73e-028.10e-01-0.2196
148022TICAM1HTA11_696_2000001011HumanColorectumAD1.87e-052.48e-01-0.1464
148022TICAM1HTA11_1391_2000001011HumanColorectumAD9.98e-115.02e-01-0.059
148022TICAM1HTA11_546_2000001011HumanColorectumAD3.12e-033.03e-01-0.0842
148022TICAM1HTA11_7696_3000711011HumanColorectumAD3.03e-073.15e-010.0674
148022TICAM1HTA11_99999971662_82457HumanColorectumMSS1.03e-022.55e-010.3859
148022TICAM1LZE4THumanEsophagusESCC2.68e-061.84e-010.0811
148022TICAM1LZE7THumanEsophagusESCC9.65e-072.50e-010.0667
148022TICAM1LZE8THumanEsophagusESCC5.10e-113.65e-010.067
148022TICAM1LZE20THumanEsophagusESCC3.64e-061.89e-010.0662
148022TICAM1LZE22THumanEsophagusESCC3.19e-025.83e-010.068
148022TICAM1LZE24THumanEsophagusESCC8.32e-341.13e+000.0596
148022TICAM1LZE21THumanEsophagusESCC2.04e-096.42e-010.0655
148022TICAM1P1T-EHumanEsophagusESCC1.17e-059.20e-010.0875
148022TICAM1P2T-EHumanEsophagusESCC5.11e-079.30e-020.1177
148022TICAM1P4T-EHumanEsophagusESCC2.89e-112.70e-010.1323
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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
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
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
∗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:0051091ColorectumADpositive regulation of DNA-binding transcription factor activity73/3918260/187233.52e-032.54e-0273
GO:0080164ColorectumADregulation of nitric oxide metabolic process23/391864/187233.99e-032.80e-0223
GO:0045428ColorectumADregulation of nitric oxide biosynthetic process22/391862/187235.72e-033.64e-0222
GO:00432541ColorectumSERregulation of protein-containing complex assembly119/2897428/187233.34e-115.86e-09119
GO:00098961ColorectumSERpositive regulation of catabolic process132/2897492/187234.16e-116.72e-09132
GO:00313311ColorectumSERpositive regulation of cellular catabolic process114/2897427/187231.22e-091.27e-07114
GO:00510981ColorectumSERregulation of binding97/2897363/187231.98e-081.43e-0697
GO:19033201ColorectumSERregulation of protein modification by small protein conjugation or removal70/2897242/187236.84e-084.42e-0670
GO:00313961ColorectumSERregulation of protein ubiquitination62/2897210/187231.69e-079.71e-0662
GO:00433931ColorectumSERregulation of protein binding54/2897196/187231.00e-053.31e-0454
GO:00068091ColorectumSERnitric oxide biosynthetic process27/289776/187231.38e-054.28e-0427
GO:00462091ColorectumSERnitric oxide metabolic process28/289781/187231.73e-055.15e-0428
GO:20010571ColorectumSERreactive nitrogen species metabolic process28/289782/187232.24e-056.43e-0428
GO:00510991ColorectumSERpositive regulation of binding46/2897173/187231.12e-042.34e-0346
GO:00105061ColorectumSERregulation of autophagy74/2897317/187231.39e-042.77e-0374
GO:00801641ColorectumSERregulation of nitric oxide metabolic process21/289764/187234.26e-046.26e-0321
GO:00454291ColorectumSERpositive regulation of nitric oxide biosynthetic process15/289740/187235.71e-047.86e-0315
GO:00454281ColorectumSERregulation of nitric oxide biosynthetic process20/289762/187237.41e-049.64e-0320
GO:19044071ColorectumSERpositive regulation of nitric oxide metabolic process15/289741/187237.73e-049.84e-0315
GO:1903322ColorectumSERpositive regulation of protein modification by small protein conjugation or removal34/2897138/187233.30e-032.83e-0234
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa05417ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa054171ColorectumADLipid and atherosclerosis73/2092215/84651.31e-038.27e-035.27e-0373
hsa051601ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa051352ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa054172ColorectumSERLipid and atherosclerosis55/1580215/84656.83e-033.77e-022.74e-0255
hsa051353ColorectumSERYersinia infection43/1580137/84652.15e-042.10e-031.52e-0343
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa054173ColorectumSERLipid and atherosclerosis55/1580215/84656.83e-033.77e-022.74e-0255
hsa051354ColorectumMSSYersinia infection53/1875137/84657.73e-068.93e-055.47e-0553
hsa054174ColorectumMSSLipid and atherosclerosis70/1875215/84652.38e-041.81e-031.11e-0370
hsa051602ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
hsa05167ColorectumMSSKaposi sarcoma-associated herpesvirus infection60/1875194/84652.59e-031.27e-027.81e-0360
hsa05161ColorectumMSSHepatitis B48/1875162/84651.53e-024.93e-023.02e-0248
hsa051355ColorectumMSSYersinia infection53/1875137/84657.73e-068.93e-055.47e-0553
hsa054175ColorectumMSSLipid and atherosclerosis70/1875215/84652.38e-041.81e-031.11e-0370
hsa051603ColorectumMSSHepatitis C52/1875157/84659.29e-045.58e-033.42e-0352
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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
TICAM1SNVMissense_Mutationc.1231N>Tp.Arg411Trpp.R411WQ8IUC6protein_codingdeleterious(0)probably_damaging(0.995)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TICAM1SNVMissense_Mutationc.1381N>Cp.Asp461Hisp.D461HQ8IUC6protein_codingdeleterious(0.01)possibly_damaging(0.686)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TICAM1SNVMissense_Mutationnovelc.868N>Cp.Thr290Prop.T290PQ8IUC6protein_codingtolerated(1)benign(0)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
TICAM1deletionFrame_Shift_Delnovelc.183_190delAGAGGCATp.Ala63GlyfsTer40p.A63Gfs*40Q8IUC6protein_codingTCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TICAM1insertionFrame_Shift_Insrs762126373c.1925_1926insCp.Pro643ThrfsTer123p.P643Tfs*123Q8IUC6protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TICAM1deletionFrame_Shift_Delnovelc.455delNp.Pro152GlnfsTer102p.P152Qfs*102Q8IUC6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TICAM1SNVMissense_Mutationnovelc.892N>Gp.Thr298Alap.T298AQ8IUC6protein_codingtolerated(0.53)benign(0.006)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TICAM1SNVMissense_Mutationrs757840131c.2008C>Ap.Pro670Thrp.P670TQ8IUC6protein_codingtolerated(0.41)benign(0.01)TCGA-EA-A5ZF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TICAM1SNVMissense_Mutationrs780257437c.484C>Gp.Leu162Valp.L162VQ8IUC6protein_codingtolerated(0.36)benign(0.006)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TICAM1SNVMissense_Mutationc.192G>Cp.Leu64Phep.L64FQ8IUC6protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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
148022TICAM1TRANSCRIPTION FACTORVACCINE18217948
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