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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 7 8 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0000209110ThyroidATCprotein polyubiquitination134/6293236/187231.86e-139.20e-12134
GO:0070936110ThyroidATCprotein K48-linked ubiquitination47/629365/187231.98e-105.86e-0947
GO:003139734ThyroidATCnegative regulation of protein ubiquitination56/629383/187232.90e-108.20e-0956
GO:190332135ThyroidATCnegative regulation of protein modification by small protein conjugation or removal60/629395/187233.53e-098.14e-0860
GO:0009615111ThyroidATCresponse to virus173/6293367/187234.23e-087.71e-07173
GO:000283123ThyroidATCregulation of response to biotic stimulus144/6293327/187234.94e-053.91e-04144
GO:006076012ThyroidATCpositive regulation of response to cytokine stimulus33/629357/187231.43e-049.91e-0433
GO:006075912ThyroidATCregulation of response to cytokine stimulus76/6293162/187232.92e-041.85e-0376
GO:000195912ThyroidATCregulation of cytokine-mediated signaling pathway71/6293150/187233.28e-042.04e-0371
GO:000196112ThyroidATCpositive regulation of cytokine-mediated signaling pathway29/629350/187233.42e-042.12e-0329
GO:190122421ThyroidATCpositive regulation of NIK/NF-kappaB signaling37/629369/187234.80e-042.81e-0337
GO:005160712ThyroidATCdefense response to virus115/6293265/187235.31e-043.09e-03115
GO:014054612ThyroidATCdefense response to symbiont115/6293265/187235.31e-043.09e-03115
GO:003806122ThyroidATCNIK/NF-kappaB signaling64/6293143/187233.53e-031.57e-0264
GO:190122232ThyroidATCregulation of NIK/NF-kappaB signaling51/6293112/187235.68e-032.30e-0251
Page: 1 2 3 4 5 6 7 8 9 10 11 12 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 

Top

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
Page: 1