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: TRIM37

Gene summary for TRIM37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM37

Gene ID

4591

Gene nametripartite motif containing 37
Gene AliasMUL
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O94972


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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
4591TRIM37LZE7THumanEsophagusESCC1.71e-023.57e-010.0667
4591TRIM37LZE24THumanEsophagusESCC5.00e-083.15e-010.0596
4591TRIM37LZE21THumanEsophagusESCC1.05e-022.42e-010.0655
4591TRIM37P2T-EHumanEsophagusESCC5.42e-162.57e-010.1177
4591TRIM37P4T-EHumanEsophagusESCC3.71e-071.90e-010.1323
4591TRIM37P5T-EHumanEsophagusESCC1.12e-069.17e-020.1327
4591TRIM37P8T-EHumanEsophagusESCC4.74e-061.10e-010.0889
4591TRIM37P9T-EHumanEsophagusESCC5.00e-102.08e-010.1131
4591TRIM37P10T-EHumanEsophagusESCC2.16e-111.62e-010.116
4591TRIM37P11T-EHumanEsophagusESCC1.03e-082.78e-010.1426
4591TRIM37P12T-EHumanEsophagusESCC3.81e-142.77e-010.1122
4591TRIM37P15T-EHumanEsophagusESCC2.33e-072.42e-010.1149
4591TRIM37P16T-EHumanEsophagusESCC5.01e-111.82e-010.1153
4591TRIM37P19T-EHumanEsophagusESCC3.02e-053.18e-010.1662
4591TRIM37P20T-EHumanEsophagusESCC5.01e-091.20e-010.1124
4591TRIM37P21T-EHumanEsophagusESCC1.70e-233.68e-010.1617
4591TRIM37P22T-EHumanEsophagusESCC1.57e-151.84e-010.1236
4591TRIM37P23T-EHumanEsophagusESCC5.04e-144.68e-010.108
4591TRIM37P24T-EHumanEsophagusESCC4.18e-111.78e-010.1287
4591TRIM37P26T-EHumanEsophagusESCC4.91e-172.84e-010.1276
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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
∗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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:00065136EsophagusESCCprotein monoubiquitination53/855267/187232.11e-084.03e-0753
GO:001657414EsophagusESCChistone ubiquitination40/855247/187232.40e-084.55e-0740
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:190211514EsophagusESCCregulation of organelle assembly116/8552186/187233.15e-063.53e-05116
GO:00510918EsophagusESCCpositive regulation of DNA-binding transcription factor activity155/8552260/187233.83e-064.14e-05155
GO:00070982EsophagusESCCcentrosome cycle85/8552130/187234.41e-064.69e-0585
GO:00310233EsophagusESCCmicrotubule organizing center organization92/8552143/187235.04e-065.31e-0592
GO:003352213EsophagusESCChistone H2A ubiquitination23/855226/187236.82e-066.90e-0523
GO:00103904EsophagusESCChistone monoubiquitination25/855229/187237.24e-067.20e-0525
GO:00510926EsophagusESCCpositive regulation of NF-kappaB transcription factor activity91/8552152/187232.91e-041.75e-0391
GO:00355182EsophagusESCChistone H2A monoubiquitination15/855217/187233.48e-042.03e-0315
GO:00328864EsophagusESCCregulation of microtubule-based process134/8552240/187239.44e-044.80e-03134
GO:00518658EsophagusESCCprotein autoubiquitination47/855273/187239.72e-044.93e-0347
GO:190211611EsophagusESCCnegative regulation of organelle assembly28/855241/187232.88e-031.21e-0228
GO:007084119EsophagusESCCinclusion body assembly18/855224/187233.43e-031.41e-0218
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
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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
TRIM37SNVMissense_Mutationc.2192N>Ap.Arg731Lysp.R731KO94972protein_codingtolerated_low_confidence(0.81)benign(0)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TRIM37SNVMissense_Mutationc.904N>Gp.Gln302Glup.Q302EO94972protein_codingtolerated(0.15)benign(0.137)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
TRIM37SNVMissense_Mutationc.1433N>Gp.Ser478Cysp.S478CO94972protein_codingdeleterious_low_confidence(0)benign(0)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
TRIM37SNVMissense_Mutationc.883N>Ap.Pro295Thrp.P295TO94972protein_codingdeleterious(0.05)benign(0.387)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
TRIM37SNVMissense_Mutationnovelc.218N>Ap.Thr73Lysp.T73KO94972protein_codingdeleterious(0.01)possibly_damaging(0.767)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM37SNVMissense_Mutationrs148095355c.2324G>Ap.Arg775Glnp.R775QO94972protein_codingdeleterious_low_confidence(0)probably_damaging(0.968)TCGA-C5-A902-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TRIM37SNVMissense_Mutationc.745N>Ap.Gln249Lysp.Q249KO94972protein_codingtolerated(0.1)benign(0.097)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIM37SNVMissense_Mutationc.191N>Cp.Val64Alap.V64AO94972protein_codingdeleterious(0)possibly_damaging(0.573)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TRIM37SNVMissense_Mutationc.1210C>Tp.Arg404Cysp.R404CO94972protein_codingdeleterious(0)probably_damaging(0.982)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TRIM37SNVMissense_Mutationc.568N>Cp.Ile190Leup.I190LO94972protein_codingtolerated(0.08)benign(0.118)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=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
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