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: TRIM44

Gene summary for TRIM44

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM44

Gene ID

54765

Gene nametripartite motif containing 44
Gene AliasAN3
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

Q96DX7


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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
54765TRIM44HTA11_99999974143_84620HumanColorectumMSS2.23e-03-2.27e-010.3005
54765TRIM44A015-C-203HumanColorectumFAP1.47e-26-2.67e-01-0.1294
54765TRIM44A002-C-201HumanColorectumFAP6.86e-07-2.35e-010.0324
54765TRIM44A002-C-203HumanColorectumFAP3.19e-03-3.52e-020.2786
54765TRIM44A001-C-108HumanColorectumFAP5.31e-16-9.39e-02-0.0272
54765TRIM44A002-C-205HumanColorectumFAP1.40e-12-1.79e-01-0.1236
54765TRIM44A015-C-006HumanColorectumFAP1.92e-08-4.53e-02-0.0994
54765TRIM44A015-C-106HumanColorectumFAP1.55e-07-1.11e-01-0.0511
54765TRIM44A002-C-114HumanColorectumFAP2.07e-10-1.76e-01-0.1561
54765TRIM44A015-C-104HumanColorectumFAP1.70e-24-1.22e-01-0.1899
54765TRIM44A001-C-014HumanColorectumFAP1.38e-10-2.03e-010.0135
54765TRIM44A002-C-016HumanColorectumFAP3.34e-14-2.17e-010.0521
54765TRIM44A015-C-002HumanColorectumFAP9.57e-06-2.46e-01-0.0763
54765TRIM44A001-C-203HumanColorectumFAP2.75e-04-5.66e-02-0.0481
54765TRIM44A002-C-116HumanColorectumFAP6.10e-25-3.19e-01-0.0452
54765TRIM44A014-C-008HumanColorectumFAP1.98e-05-2.51e-01-0.191
54765TRIM44A018-E-020HumanColorectumFAP6.66e-12-1.29e-01-0.2034
54765TRIM44F034HumanColorectumFAP1.08e-16-1.11e-01-0.0665
54765TRIM44F072BHumanColorectumFAP2.06e-06-1.66e-010.257
54765TRIM44CRC-1-8810HumanColorectumCRC1.51e-02-6.78e-020.6257
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:19033202ColorectumMSSregulation of protein modification by small protein conjugation or removal82/3467242/187237.49e-094.63e-0782
GO:00508212ColorectumMSSprotein stabilization68/3467191/187231.53e-088.81e-0768
GO:00313962ColorectumMSSregulation of protein ubiquitination70/3467210/187231.88e-078.26e-0670
GO:00313972ColorectumMSSnegative regulation of protein ubiquitination33/346783/187235.08e-061.40e-0433
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:19033212ColorectumMSSnegative regulation of protein modification by small protein conjugation or removal36/346795/187237.10e-061.82e-0436
GO:00709361ColorectumMSSprotein K48-linked ubiquitination27/346765/187231.40e-053.18e-0427
GO:19033204ColorectumFAPregulation of protein modification by small protein conjugation or removal61/2622242/187232.36e-069.21e-0561
GO:00508214ColorectumFAPprotein stabilization51/2622191/187232.63e-069.96e-0551
GO:00709362ColorectumFAPprotein K48-linked ubiquitination24/262265/187233.42e-061.23e-0424
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00316474ColorectumFAPregulation of protein stability70/2622298/187236.60e-062.04e-0470
GO:00313964ColorectumFAPregulation of protein ubiquitination50/2622210/187239.03e-051.59e-0350
GO:00313974ColorectumFAPnegative regulation of protein ubiquitination23/262283/187237.96e-048.36e-0323
GO:19033214ColorectumFAPnegative regulation of protein modification by small protein conjugation or removal25/262295/187231.10e-031.06e-0225
GO:00508215ColorectumCRCprotein stabilization44/2078191/187231.77e-068.92e-0544
GO:19033205ColorectumCRCregulation of protein modification by small protein conjugation or removal51/2078242/187234.55e-061.87e-0451
GO:00313975ColorectumCRCnegative regulation of protein ubiquitination24/207883/187237.18e-062.67e-0424
GO:19033215ColorectumCRCnegative regulation of protein modification by small protein conjugation or removal26/207895/187239.16e-063.19e-0426
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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
TRIM44deletionFrame_Shift_Delnovelc.998delNp.Gly334AspfsTer81p.G334Dfs*81Q96DX7protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRIM44SNVMissense_Mutationnovelc.383A>Cp.Asp128Alap.D128AQ96DX7protein_codingtolerated(0.1)benign(0.026)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIM44SNVMissense_Mutationc.226N>Tp.Ala76Serp.A76SQ96DX7protein_codingtolerated(0.66)benign(0)TCGA-AA-A024-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM44SNVMissense_Mutationc.454N>Ap.Glu152Lysp.E152KQ96DX7protein_codingtolerated(0.27)benign(0.125)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TRIM44SNVMissense_Mutationc.739N>Ap.Asp247Asnp.D247NQ96DX7protein_codingtolerated(0.33)possibly_damaging(0.886)TCGA-RU-A8FL-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
TRIM44SNVMissense_Mutationrs181043254c.991N>Ap.Asp331Asnp.D331NQ96DX7protein_codingtolerated_low_confidence(0.39)possibly_damaging(0.446)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
TRIM44SNVMissense_Mutationrs779732372c.706N>Ap.Glu236Lysp.E236KQ96DX7protein_codingdeleterious(0.01)probably_damaging(0.97)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRIM44SNVMissense_Mutationnovelc.211G>Ap.Ala71Thrp.A71TQ96DX7protein_codingtolerated(0.23)benign(0.062)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRIM44SNVMissense_Mutationc.217G>Ap.Gly73Argp.G73RQ96DX7protein_codingdeleterious(0.05)benign(0.003)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TRIM44SNVMissense_Mutationc.217N>Ap.Gly73Argp.G73RQ96DX7protein_codingdeleterious(0.05)benign(0.003)TCGA-AP-A1DK-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
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