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: TOM1L2

Gene summary for TOM1L2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOM1L2

Gene ID

146691

Gene nametarget of myb1 like 2 membrane trafficking protein
Gene AliasTOM1L2
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q6ZVM7


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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
146691TOM1L2CCI_1HumanCervixCC6.30e-161.05e+000.528
146691TOM1L2CCI_2HumanCervixCC3.91e-118.89e-010.5249
146691TOM1L2CCI_3HumanCervixCC5.15e-167.21e-010.516
146691TOM1L2HTA11_2487_2000001011HumanColorectumSER6.16e-065.79e-01-0.1808
146691TOM1L2HTA11_1938_2000001011HumanColorectumAD1.40e-045.44e-01-0.0811
146691TOM1L2HTA11_347_2000001011HumanColorectumAD5.79e-115.90e-01-0.1954
146691TOM1L2HTA11_2112_2000001011HumanColorectumSER3.78e-027.54e-01-0.2196
146691TOM1L2HTA11_83_2000001011HumanColorectumSER1.82e-036.42e-01-0.1526
146691TOM1L2HTA11_1391_2000001011HumanColorectumAD4.03e-087.63e-01-0.059
146691TOM1L2HTA11_99999970781_79442HumanColorectumMSS3.28e-02-1.92e-010.294
146691TOM1L2A015-C-203HumanColorectumFAP1.86e-24-3.60e-01-0.1294
146691TOM1L2A015-C-204HumanColorectumFAP2.19e-03-2.52e-01-0.0228
146691TOM1L2A002-C-201HumanColorectumFAP6.86e-08-2.53e-010.0324
146691TOM1L2A002-C-203HumanColorectumFAP1.11e-02-9.96e-020.2786
146691TOM1L2A001-C-119HumanColorectumFAP2.98e-02-2.28e-01-0.1557
146691TOM1L2A001-C-108HumanColorectumFAP2.70e-10-2.39e-01-0.0272
146691TOM1L2A002-C-205HumanColorectumFAP1.59e-15-3.66e-01-0.1236
146691TOM1L2A015-C-005HumanColorectumFAP6.54e-06-3.48e-01-0.0336
146691TOM1L2A015-C-006HumanColorectumFAP5.42e-12-4.62e-01-0.0994
146691TOM1L2A015-C-106HumanColorectumFAP4.18e-07-2.19e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00459305EsophagusHGINnegative regulation of mitotic cell cycle49/2587235/187231.88e-032.01e-0249
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
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:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:004593013EsophagusESCCnegative regulation of mitotic cell cycle143/8552235/187231.84e-062.15e-05143
GO:00517831EsophagusESCCregulation of nuclear division90/8552139/187234.30e-064.60e-0590
GO:00458393EsophagusESCCnegative regulation of mitotic nuclear division37/855248/187238.99e-068.65e-0537
GO:00517843EsophagusESCCnegative regulation of nuclear division41/855256/187232.64e-052.21e-0441
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:001063918Oral cavityOSCCnegative regulation of organelle organization190/7305348/187232.12e-094.97e-08190
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:00459304Oral cavityOSCCnegative regulation of mitotic cell cycle132/7305235/187236.51e-081.16e-06132
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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
TOM1L2SNVMissense_Mutationc.812N>Ap.Arg271Hisp.R271HQ6ZVM7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TOM1L2insertionFrame_Shift_Insnovelc.995_996insGGTGGGAAGATCACTTGAGGCCAGGTGTTTGAGACCAGp.Asp332GlufsTer23p.D332Efs*23Q6ZVM7protein_codingTCGA-A8-A0A2-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
TOM1L2insertionIn_Frame_Insnovelc.965_966insTGGp.Leu322_Asn323insGlyp.L322_N323insGQ6ZVM7protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TOM1L2insertionFrame_Shift_Insnovelc.963_964insATATCTACAGAGGGp.Leu322IlefsTer6p.L322Ifs*6Q6ZVM7protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
TOM1L2SNVMissense_Mutationc.1289N>Tp.Ala430Valp.A430VQ6ZVM7protein_codingtolerated(0.29)benign(0.001)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TOM1L2SNVMissense_Mutationnovelc.1400N>Tp.Arg467Ilep.R467IQ6ZVM7protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TOM1L2SNVMissense_Mutationc.449A>Cp.Glu150Alap.E150AQ6ZVM7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TOM1L2SNVMissense_Mutationc.184C>Tp.Arg62Trpp.R62WQ6ZVM7protein_codingdeleterious(0)probably_damaging(0.926)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TOM1L2SNVMissense_Mutationc.1496N>Ap.Arg499Glnp.R499QQ6ZVM7protein_codingtolerated(0.11)benign(0.067)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TOM1L2SNVMissense_Mutationc.538N>Gp.Arg180Glyp.R180GQ6ZVM7protein_codingtolerated(0.46)benign(0)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<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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