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: TALDO1

Gene summary for TALDO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TALDO1

Gene ID

6888

Gene nametransaldolase 1
Gene AliasTAL
Cytomap11p15.5
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

A0A140VK56


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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
6888TALDO1GSM4909282HumanBreastIDC2.87e-022.13e-01-0.0288
6888TALDO1GSM4909285HumanBreastIDC7.77e-091.31e-010.21
6888TALDO1GSM4909286HumanBreastIDC2.22e-12-4.12e-010.1081
6888TALDO1GSM4909293HumanBreastIDC5.46e-07-2.53e-010.1581
6888TALDO1GSM4909297HumanBreastIDC1.50e-07-3.47e-010.1517
6888TALDO1GSM4909298HumanBreastIDC3.91e-02-1.48e-010.1551
6888TALDO1GSM4909299HumanBreastIDC7.81e-04-3.00e-010.035
6888TALDO1GSM4909301HumanBreastIDC1.80e-02-3.43e-010.1577
6888TALDO1GSM4909302HumanBreastIDC9.07e-03-3.61e-010.1545
6888TALDO1GSM4909305HumanBreastIDC9.09e-06-1.52e-010.0436
6888TALDO1GSM4909308HumanBreastIDC3.98e-089.26e-020.158
6888TALDO1GSM4909311HumanBreastIDC4.19e-26-5.86e-010.1534
6888TALDO1GSM4909312HumanBreastIDC4.68e-09-4.91e-010.1552
6888TALDO1GSM4909313HumanBreastIDC4.96e-03-4.08e-010.0391
6888TALDO1GSM4909317HumanBreastIDC4.37e-032.42e-020.1355
6888TALDO1GSM4909319HumanBreastIDC2.16e-33-4.83e-010.1563
6888TALDO1GSM4909320HumanBreastIDC3.10e-02-4.69e-010.1575
6888TALDO1GSM4909321HumanBreastIDC2.05e-031.11e-020.1559
6888TALDO1ctrl6HumanBreastPrecancer2.97e-02-3.57e-01-0.0061
6888TALDO1brca1HumanBreastPrecancer9.27e-487.91e-01-0.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:000609123BreastDCISgeneration of precursor metabolites and energy103/1390490/187231.46e-221.65e-19103
GO:00060919CervixCCgeneration of precursor metabolites and energy105/2311490/187237.40e-096.61e-07105
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0006002ColorectumADfructose 6-phosphate metabolic process7/391811/187232.59e-031.96e-027
GO:0006081ColorectumADcellular aldehyde metabolic process22/391860/187233.64e-032.60e-0222
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00060811ColorectumMSScellular aldehyde metabolic process21/346760/187231.81e-031.60e-0221
GO:00060913ColorectumMSI-Hgeneration of precursor metabolites and energy93/1319490/187237.35e-193.14e-1693
GO:00060812ColorectumMSI-Hcellular aldehyde metabolic process13/131960/187232.27e-045.94e-0313
GO:000609110EndometriumAEHgeneration of precursor metabolites and energy121/2100490/187231.65e-178.23e-15121
GO:000609115EndometriumEECgeneration of precursor metabolites and energy125/2168490/187233.76e-181.88e-15125
GO:000609120EsophagusHGINgeneration of precursor metabolites and energy145/2587490/187233.41e-202.04e-17145
GO:00060983EsophagusHGINpentose-phosphate shunt7/258715/187232.22e-032.28e-027
GO:00067403EsophagusHGINNADPH regeneration7/258716/187233.47e-033.22e-027
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:00060818EsophagusESCCcellular aldehyde metabolic process40/855260/187238.30e-044.28e-0340
GO:000674012EsophagusESCCNADPH regeneration13/855216/187234.05e-031.62e-0213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0120012BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa0120013BreastPrecancerCarbon metabolism18/684115/84654.79e-032.75e-022.11e-0218
hsa01200ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa01230ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa012001ColorectumADCarbon metabolism55/2092115/84655.53e-088.42e-075.37e-0755
hsa012301ColorectumADBiosynthesis of amino acids28/209275/84659.99e-033.89e-022.48e-0228
hsa012002ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa012302ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa012003ColorectumSERCarbon metabolism40/1580115/84652.77e-053.41e-042.47e-0440
hsa012303ColorectumSERBiosynthesis of amino acids23/158075/84658.11e-034.14e-023.01e-0223
hsa012004ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa012005ColorectumMSSCarbon metabolism43/1875115/84651.37e-041.17e-037.19e-0443
hsa0120016EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa012306EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa0120017EsophagusHGINCarbon metabolism31/1383115/84652.51e-032.10e-021.67e-0231
hsa0123013EsophagusHGINBiosynthesis of amino acids21/138375/84657.38e-034.63e-023.68e-0221
hsa0120023EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0123023EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
hsa0120033EsophagusESCCCarbon metabolism79/4205115/84652.50e-051.21e-046.22e-0579
hsa0123033EsophagusESCCBiosynthesis of amino acids49/420575/84654.35e-031.12e-025.74e-0349
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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
TALDO1deletionIn_Frame_Delrs760405582c.512_514delCCTp.Ser171delp.S171delP37837protein_codingTCGA-BH-A0DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TALDO1SNVMissense_Mutationc.499N>Gp.Thr167Alap.T167AP37837protein_codingdeleterious(0.02)possibly_damaging(0.864)TCGA-A6-A56B-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfluorouracilPD
TALDO1SNVMissense_Mutationc.856N>Cp.Lys286Glnp.K286QP37837protein_codingdeleterious(0.05)benign(0.272)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TALDO1SNVMissense_Mutationrs764703431c.350N>Tp.Ala117Valp.A117VP37837protein_codingdeleterious(0.04)possibly_damaging(0.731)TCGA-F4-6856-01Colorectumcolon adenocarcinomaMale<65I/IIAncillaryleucovorinCR
TALDO1SNVMissense_Mutationnovelc.485T>Cp.Ile162Thrp.I162TP37837protein_codingdeleterious(0)probably_damaging(0.957)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TALDO1SNVMissense_Mutationrs773023043c.716N>Ap.Arg239Hisp.R239HP37837protein_codingdeleterious(0.03)probably_damaging(0.98)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TALDO1SNVMissense_Mutationrs778205812c.299N>Tp.Pro100Leup.P100LP37837protein_codingdeleterious(0.04)possibly_damaging(0.834)TCGA-G5-6233-01Colorectumrectum adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPD
TALDO1SNVMissense_Mutationc.1002G>Tp.Glu334Aspp.E334DP37837protein_codingtolerated_low_confidence(0.21)benign(0.001)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TALDO1SNVMissense_Mutationnovelc.727N>Ap.Glu243Lysp.E243KP37837protein_codingdeleterious(0)probably_damaging(0.919)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TALDO1SNVMissense_Mutationrs773023043c.716N>Ap.Arg239Hisp.R239HP37837protein_codingdeleterious(0.03)probably_damaging(0.98)TCGA-A5-A0GI-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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