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: TTR

Gene summary for TTR

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTR

Gene ID

7276

Gene nametransthyretin
Gene AliasATTR
Cytomap18q12.1
Gene Typeprotein-coding
GO ID

GO:0001523

UniProtAcc

E9KL36


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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
7276TTRNAFLD1HumanLiverNAFLD2.46e-039.91e-02-0.04
7276TTRS43HumanLiverCirrhotic1.22e-02-1.91e-02-0.0187
7276TTRHCC1_MengHumanLiverHCC5.66e-598.48e-010.0246
7276TTRHCC2_MengHumanLiverHCC4.84e-21-7.88e-010.0107
7276TTRcirrhotic1HumanLiverCirrhotic3.44e-10-8.52e-030.0202
7276TTRcirrhotic2HumanLiverCirrhotic2.59e-07-1.34e-010.0201
7276TTRcirrhotic3HumanLiverCirrhotic8.38e-07-1.95e-010.0215
7276TTRHCC1HumanLiverHCC4.59e-296.25e+000.5336
7276TTRHCC2HumanLiverHCC6.59e-419.52e+000.5341
7276TTRPt13.aHumanLiverHCC6.23e-1061.29e+000.021
7276TTRPt13.bHumanLiverHCC7.48e-759.12e-010.0251
7276TTRPt13.cHumanLiverHCC3.21e-511.21e+000.0076
7276TTRPt14.aHumanLiverHCC1.89e-094.33e-010.0169
7276TTRPt14.bHumanLiverHCC3.43e-146.28e-010.018
7276TTRPt14.dHumanLiverHCC4.04e-073.35e-010.0143
7276TTRS027HumanLiverHCC6.86e-041.30e+000.2446
7276TTRS028HumanLiverHCC7.40e-141.56e+000.2503
7276TTRS029HumanLiverHCC4.78e-181.83e+000.2581
7276TTRHTA12-15-2HumanPancreasPDAC1.43e-131.30e+000.2315
7276TTRHTA12-18-3HumanPancreasPDAC7.11e-071.15e+000.0716
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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
∗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:00725217LiverNAFLDpurine-containing compound metabolic process74/1882416/187237.73e-074.27e-0574
GO:00060666LiverNAFLDalcohol metabolic process62/1882353/187239.01e-062.96e-0462
GO:01202545LiverNAFLDolefinic compound metabolic process28/1882153/187231.28e-031.45e-0228
GO:00424452LiverNAFLDhormone metabolic process36/1882218/187231.98e-031.98e-0236
GO:0009112LiverNAFLDnucleobase metabolic process9/188234/187235.27e-034.08e-029
GO:000606612LiverCirrhoticalcohol metabolic process141/4634353/187231.57e-108.03e-09141
GO:007252112LiverCirrhoticpurine-containing compound metabolic process156/4634416/187233.74e-091.52e-07156
GO:00091121LiverCirrhoticnucleobase metabolic process20/463434/187232.41e-053.14e-0420
GO:00067202LiverCirrhoticisoprenoid metabolic process46/4634116/187232.71e-042.41e-0346
GO:00067212LiverCirrhoticterpenoid metabolic process38/463497/187231.16e-037.89e-0338
GO:004244511LiverCirrhotichormone metabolic process73/4634218/187232.22e-031.36e-0273
GO:00343085LiverCirrhoticprimary alcohol metabolic process37/4634102/187236.17e-033.07e-0237
GO:00061442LiverCirrhoticpurine nucleobase metabolic process10/463419/187238.23e-033.83e-0210
GO:012025411LiverCirrhoticolefinic compound metabolic process51/4634153/187231.03e-024.61e-0251
GO:007252122LiverHCCpurine-containing compound metabolic process250/7958416/187232.26e-131.24e-11250
GO:000606621LiverHCCalcohol metabolic process208/7958353/187232.80e-109.50e-09208
GO:00091122LiverHCCnucleobase metabolic process28/795834/187232.21e-062.99e-0528
GO:000672011LiverHCCisoprenoid metabolic process65/7958116/187232.23e-031.11e-0265
GO:00061441LiverHCCpurine nucleobase metabolic process14/795819/187235.94e-032.44e-0214
GO:003430812LiverHCCprimary alcohol metabolic process55/7958102/187231.30e-024.67e-0255
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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
TTRinsertionFrame_Shift_Insnovelc.41_42insTCCAAACCp.Val15ProfsTer21p.V15Pfs*21P02766protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TTRinsertionFrame_Shift_Insnovelc.43_44insACTTGCTCTTGGCTTGp.Val15AspfsTer10p.V15Dfs*10P02766protein_codingTCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TTRSNVMissense_Mutationc.25N>Gp.Leu9Valp.L9VP02766protein_codingtolerated(0.82)benign(0.011)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TTRSNVMissense_Mutationc.280N>Tp.Asp94Tyrp.D94YP02766protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TTRSNVMissense_Mutationnovelc.53N>Tp.Ser18Phep.S18FP02766protein_codingdeleterious(0.01)possibly_damaging(0.653)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TTRSNVMissense_Mutationrs148538950c.368G>Ap.Arg123Hisp.R123HP02766protein_codingdeleterious(0.04)possibly_damaging(0.495)TCGA-AG-3999-01Colorectumrectum adenocarcinomaFemale<65III/IVUnspecificPD
TTRSNVMissense_Mutationrs876661395c.327N>Tp.Glu109Aspp.E109DP02766protein_codingtolerated(0.14)benign(0.408)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TTRSNVMissense_Mutationrs148538950c.368N>Ap.Arg123Hisp.R123HP02766protein_codingdeleterious(0.04)possibly_damaging(0.495)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TTRSNVMissense_Mutationrs121918081c.205A>Gp.Thr69Alap.T69AP02766protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TTRSNVMissense_Mutationrs879254269c.122N>Ap.Arg41Glnp.R41QP02766protein_codingtolerated(0.24)benign(0.06)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=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
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMETafamidisTAFAMIDIS
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEISIS-TTRRx
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEALN-TTR
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMECHEMBL2103837TAFAMIDIS
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEinotersenINOTERSEN
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEALN-TTRsc
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEPatisiranPATISIRAN
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEETHYL CAFFEATEETHYL CAFFEATE25314129
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEPatisiranPATISIRAN
7276TTRHORMONE ACTIVITY, DRUGGABLE GENOMEInotersenINOTERSEN
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