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: TTN

Gene summary for TTN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTN

Gene ID

7273

Gene nametitin
Gene AliasCMD1G
Cytomap2q31.2
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q8WZ42


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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
7273TTNHCC1_MengHumanLiverHCC1.93e-02-1.44e-010.0246
7273TTNHCC5HumanLiverHCC6.34e-152.72e+000.4932
7273TTNS028HumanLiverHCC7.08e-106.89e-010.2503
7273TTNS029HumanLiverHCC1.04e-023.61e-010.2581
7273TTNRNA-P25T1-P25T1-1HumanLungAIS2.80e-105.59e-01-0.2116
7273TTNRNA-P25T1-P25T1-2HumanLungAIS1.21e-067.26e-01-0.1941
7273TTNRNA-P25T1-P25T1-3HumanLungAIS8.26e-076.77e-01-0.2107
7273TTNRNA-P25T1-P25T1-4HumanLungAIS2.27e-106.99e-01-0.2119
7273TTNHTA12-18-3HumanPancreasPDAC1.07e-025.78e-010.0716
7273TTNHTA12-25-1HumanPancreasPDAC2.02e-024.06e-010.313
7273TTNHTA12-26-1HumanPancreasPDAC1.84e-074.56e-010.3728
7273TTNHTA12-29-1HumanPancreasPDAC3.65e-296.66e-010.3722
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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
∗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:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00432549BreastPrecancerregulation of protein-containing complex assembly50/1080428/187231.63e-065.97e-0550
GO:00313349BreastPrecancerpositive regulation of protein-containing complex assembly33/1080237/187232.39e-068.21e-0533
GO:20012369BreastPrecancerregulation of extrinsic apoptotic signaling pathway24/1080151/187235.78e-061.70e-0424
GO:00971919BreastPrecancerextrinsic apoptotic signaling pathway30/1080219/187239.42e-062.50e-0430
GO:19029059BreastPrecancerpositive regulation of supramolecular fiber organization28/1080209/187232.79e-056.28e-0428
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:00329709BreastPrecancerregulation of actin filament-based process42/1080397/187231.11e-042.01e-0342
GO:00514959BreastPrecancerpositive regulation of cytoskeleton organization28/1080226/187231.13e-042.04e-0328
GO:20012379BreastPrecancernegative regulation of extrinsic apoptotic signaling pathway16/108097/187231.29e-042.24e-0316
GO:00004226BreastPrecancerautophagy of mitochondrion14/108081/187232.01e-043.16e-0314
GO:00617266BreastPrecancermitochondrion disassembly14/108081/187232.01e-043.16e-0314
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00224119BreastPrecancercellular component disassembly44/1080443/187233.17e-044.51e-0344
GO:00160497BreastPrecancercell growth46/1080482/187235.63e-047.16e-0346
GO:00108217BreastPrecancerregulation of mitochondrion organization19/1080144/187236.26e-047.78e-0319
GO:00329569BreastPrecancerregulation of actin cytoskeleton organization36/1080358/187238.56e-049.88e-0336
GO:00068986BreastPrecancerreceptor-mediated endocytosis27/1080244/187239.01e-041.03e-0227
GO:00322739BreastPrecancerpositive regulation of protein polymerization18/1080138/187239.85e-041.11e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa054142LungAISDilated cardiomyopathy22/96196/84659.02e-047.11e-034.55e-0322
hsa054102LungAISHypertrophic cardiomyopathy20/96190/84652.25e-031.37e-028.80e-0320
hsa054143LungAISDilated cardiomyopathy22/96196/84659.02e-047.11e-034.55e-0322
hsa054103LungAISHypertrophic cardiomyopathy20/96190/84652.25e-031.37e-028.80e-0320
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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
TTNSNVMissense_Mutationrs557526069c.35041G>Ap.Glu11681Lysp.E11681Kprotein_codingTCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TTNSNVMissense_Mutationnovelc.31372N>Cp.Val10458Leup.V10458Lprotein_codingTCGA-3C-AALJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TTNSNVMissense_Mutationc.69142N>Ap.Glu23048Lysp.E23048Kprotein_codingTCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TTNSNVMissense_Mutationnovelc.105331G>Cp.Glu35111Glnp.E35111Qprotein_codingTCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TTNSNVMissense_Mutationnovelc.91713G>Ap.Met30571Ilep.M30571Iprotein_codingTCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TTNSNVMissense_Mutationc.31520A>Tp.Glu10507Valp.E10507Vprotein_codingTCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
TTNSNVMissense_Mutationnovelc.43021N>Ap.Glu14341Lysp.E14341Kprotein_codingTCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
TTNSNVMissense_Mutationc.58960N>Tp.Val19654Phep.V19654Fprotein_codingTCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
TTNSNVMissense_Mutationnovelc.38183N>Tp.Lys12728Ilep.K12728Iprotein_codingTCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
TTNSNVMissense_Mutationnovelc.10739C>Gp.Ala3580Glyp.A3580Gprotein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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
7273TTNDRUGGABLE GENOME, TYROSINE KINASE, SERINE THREONINE KINASE, KINASE, ENZYMEPROTEASE INHIBITORS9648223
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