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: CROT

Gene summary for CROT

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CROT

Gene ID

54677

Gene namecarnitine O-octanoyltransferase
Gene AliasCOT
Cytomap7q21.12
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9UKG9


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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
54677CROTLZE8THumanEsophagusESCC1.14e-041.96e-010.067
54677CROTLZE24THumanEsophagusESCC1.45e-112.74e-010.0596
54677CROTP1T-EHumanEsophagusESCC5.12e-043.39e-010.0875
54677CROTP2T-EHumanEsophagusESCC2.19e-127.72e-020.1177
54677CROTP4T-EHumanEsophagusESCC1.48e-112.04e-010.1323
54677CROTP5T-EHumanEsophagusESCC2.66e-191.17e-010.1327
54677CROTP8T-EHumanEsophagusESCC3.24e-202.12e-010.0889
54677CROTP9T-EHumanEsophagusESCC4.70e-046.33e-020.1131
54677CROTP10T-EHumanEsophagusESCC2.11e-191.78e-010.116
54677CROTP11T-EHumanEsophagusESCC4.68e-064.81e-010.1426
54677CROTP12T-EHumanEsophagusESCC3.42e-202.63e-010.1122
54677CROTP15T-EHumanEsophagusESCC9.68e-071.55e-010.1149
54677CROTP16T-EHumanEsophagusESCC1.37e-154.81e-010.1153
54677CROTP17T-EHumanEsophagusESCC1.24e-051.44e-010.1278
54677CROTP19T-EHumanEsophagusESCC1.08e-031.43e-010.1662
54677CROTP20T-EHumanEsophagusESCC7.73e-235.73e-010.1124
54677CROTP21T-EHumanEsophagusESCC7.33e-203.71e-010.1617
54677CROTP22T-EHumanEsophagusESCC1.26e-136.84e-030.1236
54677CROTP23T-EHumanEsophagusESCC3.74e-061.20e-010.108
54677CROTP24T-EHumanEsophagusESCC1.68e-05-5.47e-020.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:001939522LiverHCCfatty acid oxidation72/7958103/187231.63e-083.92e-0772
GO:000906221LiverHCCfatty acid catabolic process70/7958100/187232.34e-085.44e-0770
GO:003444021LiverHCClipid oxidation73/7958108/187231.17e-072.25e-0673
GO:007232921LiverHCCmonocarboxylic acid catabolic process80/7958122/187232.18e-073.91e-0680
GO:000663521LiverHCCfatty acid beta-oxidation52/795874/187231.22e-061.80e-0552
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
GO:001604221LiverHCClipid catabolic process175/7958320/187236.50e-067.88e-05175
GO:001087621LiverHCClipid localization228/7958448/187231.80e-041.41e-03228
GO:000686921LiverHCClipid transport198/7958398/187231.92e-039.78e-03198
GO:0015936LiverHCCcoenzyme A metabolic process14/795818/187232.57e-031.23e-0214
GO:0006577LiverHCCamino-acid betaine metabolic process13/795817/187234.77e-032.02e-0213
GO:00335401LiverHCCfatty acid beta-oxidation using acyl-CoA oxidase10/795812/187234.79e-032.02e-0210
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:000675318Oral cavityOSCCnucleoside phosphate metabolic process247/7305497/187236.28e-078.96e-06247
GO:000911719Oral cavityOSCCnucleotide metabolic process243/7305489/187237.80e-071.09e-05243
GO:001969319Oral cavityOSCCribose phosphate metabolic process199/7305396/187232.97e-063.64e-05199
GO:000925919Oral cavityOSCCribonucleotide metabolic process189/7305385/187233.18e-052.87e-04189
GO:00090627Oral cavityOSCCfatty acid catabolic process59/7305100/187233.99e-053.48e-0459
GO:007252120Oral cavityOSCCpurine-containing compound metabolic process199/7305416/187231.34e-049.53e-04199
GO:000915020Oral cavityOSCCpurine ribonucleotide metabolic process178/7305368/187231.45e-041.02e-03178
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041464LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041465LiverHCCPeroxisome58/402082/84651.57e-051.05e-045.85e-0558
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
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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
CROTSNVMissense_Mutationc.1454N>Tp.Ser485Leup.S485LQ9UKG9protein_codingdeleterious(0.02)benign(0.209)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CROTSNVMissense_Mutationnovelc.245T>Cp.Ile82Thrp.I82TQ9UKG9protein_codingdeleterious(0.02)possibly_damaging(0.677)TCGA-A2-A0YT-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
CROTSNVMissense_Mutationnovelc.874G>Tp.Ala292Serp.A292SQ9UKG9protein_codingtolerated(0.45)benign(0.021)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CROTSNVMissense_Mutationnovelc.1832C>Tp.Ser611Phep.S611FQ9UKG9protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CROTSNVMissense_Mutationc.217N>Gp.Gln73Glup.Q73EQ9UKG9protein_codingtolerated(1)benign(0)TCGA-B6-A0IC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CROTSNVMissense_Mutationnovelc.1283C>Ap.Ala428Aspp.A428DQ9UKG9protein_codingdeleterious(0.05)possibly_damaging(0.588)TCGA-B6-A400-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CROTinsertionFrame_Shift_Insnovelc.1218_1219insTTGGAAGCACCTAGTAp.Asp407LeufsTer11p.D407Lfs*11Q9UKG9protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CROTinsertionIn_Frame_Insnovelc.1353_1354insAAAp.Ala451_Leu452insLysp.A451_L452insKQ9UKG9protein_codingTCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
CROTSNVMissense_Mutationrs751006687c.839G>Ap.Arg280Glnp.R280QQ9UKG9protein_codingdeleterious(0)probably_damaging(0.976)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CROTSNVMissense_Mutationc.1109T>Cp.Val370Alap.V370AQ9UKG9protein_codingtolerated(0.12)benign(0.026)TCGA-FU-A3HZ-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
54677CROTDRUGGABLE GENOMEPROPIONYL-L-CARNITINE
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