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: TRAM2

Gene summary for TRAM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRAM2

Gene ID

9697

Gene nametranslocation associated membrane protein 2
Gene AliasTRAM2
Cytomap6p12.2
Gene Typeprotein-coding
GO ID

GO:0006605

UniProtAcc

A0A024RD84


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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
9697TRAM2LZE2THumanEsophagusESCC5.48e-053.91e-010.082
9697TRAM2LZE4THumanEsophagusESCC1.14e-021.28e-010.0811
9697TRAM2LZE7THumanEsophagusESCC1.43e-073.76e-010.0667
9697TRAM2LZE24THumanEsophagusESCC9.17e-058.26e-020.0596
9697TRAM2P2T-EHumanEsophagusESCC7.17e-037.70e-020.1177
9697TRAM2P4T-EHumanEsophagusESCC1.70e-102.18e-010.1323
9697TRAM2P8T-EHumanEsophagusESCC3.81e-021.42e-010.0889
9697TRAM2P9T-EHumanEsophagusESCC2.63e-071.65e-010.1131
9697TRAM2P10T-EHumanEsophagusESCC7.18e-142.74e-010.116
9697TRAM2P11T-EHumanEsophagusESCC3.91e-124.54e-010.1426
9697TRAM2P12T-EHumanEsophagusESCC9.95e-101.70e-010.1122
9697TRAM2P15T-EHumanEsophagusESCC8.28e-122.34e-010.1149
9697TRAM2P16T-EHumanEsophagusESCC1.13e-051.81e-010.1153
9697TRAM2P17T-EHumanEsophagusESCC1.04e-021.83e-010.1278
9697TRAM2P19T-EHumanEsophagusESCC1.55e-033.21e-010.1662
9697TRAM2P20T-EHumanEsophagusESCC6.13e-068.42e-020.1124
9697TRAM2P21T-EHumanEsophagusESCC7.78e-224.77e-010.1617
9697TRAM2P22T-EHumanEsophagusESCC7.76e-038.71e-020.1236
9697TRAM2P23T-EHumanEsophagusESCC4.25e-051.54e-010.108
9697TRAM2P24T-EHumanEsophagusESCC2.82e-035.47e-020.1287
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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
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:0072594110EsophagusESCCestablishment of protein localization to organelle311/8552422/187233.02e-322.13e-29311
GO:0006605111EsophagusESCCprotein targeting229/8552314/187234.93e-231.01e-20229
GO:0090150110EsophagusESCCestablishment of protein localization to membrane182/8552260/187231.27e-158.19e-14182
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:005120515EsophagusESCCprotein insertion into membrane46/855257/187235.90e-081.04e-0646
GO:00718069EsophagusESCCprotein transmembrane transport47/855259/187239.02e-081.51e-0647
GO:004504812EsophagusESCCprotein insertion into ER membrane21/855222/187238.75e-071.13e-0521
GO:00650026EsophagusESCCintracellular protein transmembrane transport40/855251/187231.76e-062.08e-0540
GO:007097218EsophagusESCCprotein localization to endoplasmic reticulum52/855274/187231.58e-051.42e-0452
GO:00066124EsophagusESCCprotein targeting to membrane83/8552131/187233.31e-052.73e-0483
GO:007259915EsophagusESCCestablishment of protein localization to endoplasmic reticulum31/855246/187232.42e-031.06e-0231
GO:00329631EsophagusESCCcollagen metabolic process62/8552104/187232.90e-031.22e-0262
GO:004504715EsophagusESCCprotein targeting to ER28/855242/187234.90e-031.89e-0228
GO:0072594112ThyroidPTCestablishment of protein localization to organelle244/5968422/187231.18e-284.97e-26244
GO:0006605113ThyroidPTCprotein targeting180/5968314/187236.81e-211.19e-18180
GO:0090150112ThyroidPTCestablishment of protein localization to membrane149/5968260/187231.64e-171.59e-15149
GO:0070972111ThyroidPTCprotein localization to endoplasmic reticulum51/596874/187236.57e-112.30e-0951
GO:000702915ThyroidPTCendoplasmic reticulum organization51/596887/187232.37e-074.15e-0651
GO:007259918ThyroidPTCestablishment of protein localization to endoplasmic reticulum31/596846/187238.06e-071.24e-0531
GO:004504716ThyroidPTCprotein targeting to ER28/596842/187233.83e-064.80e-0528
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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
TRAM2SNVMissense_Mutationnovelc.951C>Gp.His317Glnp.H317QQ15035protein_codingtolerated(0.07)benign(0.026)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
TRAM2SNVMissense_Mutationnovelc.763A>Cp.Thr255Prop.T255PQ15035protein_codingtolerated(0.21)probably_damaging(0.982)TCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TRAM2SNVMissense_Mutationrs754282909c.307C>Tp.Arg103Trpp.R103WQ15035protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRAM2insertionIn_Frame_Insnovelc.325_326insACAATTTTCCCCp.Val109delinsAspAsnPheProLeup.V109delinsDNFPLQ15035protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRAM2insertionFrame_Shift_Insnovelc.323_324insTGCCGTTTCAACAAATGCCTGCAGGACCp.Lys108AsnfsTer18p.K108Nfs*18Q15035protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRAM2insertionNonsense_Mutationnovelc.121_122insACTGTTGTTAAGGAGGp.Val41AspfsTer4p.V41Dfs*4Q15035protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TRAM2insertionFrame_Shift_Insnovelc.306_307insGAGTTCCAAGCTCAAATTTTGCAGTATGCCTGTGGTTCp.Arg103GlufsTer39p.R103Efs*39Q15035protein_codingTCGA-BH-A0E7-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRAM2deletionFrame_Shift_Delnovelc.683delNp.Phe228SerfsTer127p.F228Sfs*127Q15035protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRAM2SNVMissense_Mutationnovelc.57N>Gp.Ile19Metp.I19MQ15035protein_codingdeleterious(0)probably_damaging(0.986)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
TRAM2SNVMissense_Mutationc.950N>Gp.His317Argp.H317RQ15035protein_codingtolerated(1)benign(0)TCGA-F4-6461-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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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