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: CANT1

Gene summary for CANT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CANT1

Gene ID

124583

Gene namecalcium activated nucleotidase 1
Gene AliasDBQD
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0006029

UniProtAcc

A0A024R8U8


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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
124583CANT1HTA11_3410_2000001011HumanColorectumAD6.21e-113.77e-010.0155
124583CANT1HTA11_2487_2000001011HumanColorectumSER2.26e-178.00e-01-0.1808
124583CANT1HTA11_1938_2000001011HumanColorectumAD3.52e-187.81e-01-0.0811
124583CANT1HTA11_78_2000001011HumanColorectumAD3.69e-115.79e-01-0.1088
124583CANT1HTA11_347_2000001011HumanColorectumAD2.45e-441.09e+00-0.1954
124583CANT1HTA11_411_2000001011HumanColorectumSER5.06e-121.32e+00-0.2602
124583CANT1HTA11_2112_2000001011HumanColorectumSER3.71e-141.43e+00-0.2196
124583CANT1HTA11_3361_2000001011HumanColorectumAD6.13e-137.74e-01-0.1207
124583CANT1HTA11_83_2000001011HumanColorectumSER8.50e-137.78e-01-0.1526
124583CANT1HTA11_696_2000001011HumanColorectumAD1.05e-491.27e+00-0.1464
124583CANT1HTA11_866_2000001011HumanColorectumAD6.07e-175.85e-01-0.1001
124583CANT1HTA11_1391_2000001011HumanColorectumAD9.15e-259.99e-01-0.059
124583CANT1HTA11_2992_2000001011HumanColorectumSER3.81e-068.66e-01-0.1706
124583CANT1HTA11_5212_2000001011HumanColorectumAD1.43e-035.47e-01-0.2061
124583CANT1HTA11_5216_2000001011HumanColorectumSER2.88e-067.72e-01-0.1462
124583CANT1HTA11_546_2000001011HumanColorectumAD4.15e-138.75e-01-0.0842
124583CANT1HTA11_7862_2000001011HumanColorectumAD3.82e-064.49e-01-0.0179
124583CANT1HTA11_866_3004761011HumanColorectumAD4.99e-074.08e-010.096
124583CANT1HTA11_4255_2000001011HumanColorectumSER7.04e-058.06e-010.0446
124583CANT1HTA11_8622_2000001021HumanColorectumSER4.86e-109.17e-010.0528
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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
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:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:00431221ColorectumMSSregulation of I-kappaB kinase/NF-kappaB signaling71/3467249/187237.12e-051.21e-0371
GO:00072491ColorectumMSSI-kappaB kinase/NF-kappaB signaling77/3467281/187231.51e-042.19e-0377
GO:00431231ColorectumMSSpositive regulation of I-kappaB kinase/NF-kappaB signaling55/3467186/187231.60e-042.29e-0355
GO:00431222ColorectumFAPregulation of I-kappaB kinase/NF-kappaB signaling56/2622249/187231.82e-042.69e-0356
GO:00431232ColorectumFAPpositive regulation of I-kappaB kinase/NF-kappaB signaling42/2622186/187231.01e-039.89e-0342
GO:00072492ColorectumFAPI-kappaB kinase/NF-kappaB signaling58/2622281/187231.37e-031.24e-0258
GO:0009101ColorectumFAPglycoprotein biosynthetic process63/2622317/187232.31e-031.86e-0263
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00091002EsophagusESCCglycoprotein metabolic process226/8552387/187232.64e-073.94e-06226
GO:00091012EsophagusESCCglycoprotein biosynthetic process181/8552317/187232.54e-052.15e-04181
GO:0006029EsophagusESCCproteoglycan metabolic process48/855279/187234.93e-031.89e-0248
GO:0030166EsophagusESCCproteoglycan biosynthetic process35/855256/187238.30e-032.94e-0235
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa012325EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa002405EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa0123212EsophagusESCCNucleotide metabolism59/420585/84651.67e-046.58e-043.37e-0459
hsa0024012EsophagusESCCPyrimidine metabolism41/420558/84659.14e-042.92e-031.49e-0341
hsa002402LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012322LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa002403LiverHCCPyrimidine metabolism44/402058/84659.34e-067.11e-053.95e-0544
hsa012323LiverHCCNucleotide metabolism59/402085/84653.30e-051.88e-041.04e-0459
hsa012324Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa002404Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123211Oral cavityOSCCNucleotide metabolism54/370485/84651.78e-045.95e-043.03e-0454
hsa0024011Oral cavityOSCCPyrimidine metabolism37/370458/84651.62e-034.45e-032.26e-0337
hsa0123221Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0024021Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
hsa0123231Oral cavityLPNucleotide metabolism42/241885/84653.62e-052.36e-041.52e-0442
hsa0024031Oral cavityLPPyrimidine metabolism28/241858/84651.12e-035.02e-033.24e-0328
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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
CANT1SNVMissense_Mutationc.812N>Tp.Ala271Valp.A271VQ8WVQ1protein_codingtolerated(0.13)benign(0.079)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CANT1SNVMissense_Mutationnovelc.1073N>Gp.Ile358Serp.I358SQ8WVQ1protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
CANT1SNVMissense_Mutationrs527465328c.1006G>Ap.Gly336Argp.G336RQ8WVQ1protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
CANT1SNVMissense_Mutationc.941N>Ap.Arg314Hisp.R314HQ8WVQ1protein_codingtolerated(0.78)benign(0.003)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CANT1SNVMissense_Mutationnovelc.888N>Ap.Phe296Leup.F296LQ8WVQ1protein_codingdeleterious(0.02)possibly_damaging(0.836)TCGA-JL-A3YX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CANT1insertionFrame_Shift_Insnovelc.1070_1071insATGTCAGGCCCTATGCCTCACCCTGAGAACGp.Ile358CysfsTer103p.I358Cfs*103Q8WVQ1protein_codingTCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
CANT1insertionFrame_Shift_Insnovelc.960_961insTp.Leu321SerfsTer6p.L321Sfs*6Q8WVQ1protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
CANT1insertionFrame_Shift_Insnovelc.958_959insAGGTCACCCCCTTTTCTTCCTACTCTGTGCCTGGAGCATCAp.Leu320GlnfsTer16p.L320Qfs*16Q8WVQ1protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
CANT1deletionFrame_Shift_Delnovelc.955delCp.Leu319CysfsTer3p.L319Cfs*3Q8WVQ1protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CANT1SNVMissense_Mutationrs776518004c.808N>Tp.Arg270Trpp.R270WQ8WVQ1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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