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: ODC1

Gene summary for ODC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ODC1

Gene ID

4953

Gene nameornithine decarboxylase 1
Gene AliasBABS
Cytomap2p25.1
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

B4DXF8


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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
4953ODC1CA_HPV_1HumanCervixCC2.55e-03-5.71e-020.0264
4953ODC1CA_HPV_3HumanCervixCC1.05e-044.01e-010.0414
4953ODC1HTA11_78_2000001011HumanColorectumAD1.83e-032.52e-01-0.1088
4953ODC1HTA11_347_2000001011HumanColorectumAD1.01e-123.63e-01-0.1954
4953ODC1HTA11_696_2000001011HumanColorectumAD1.63e-042.17e-01-0.1464
4953ODC1HTA11_1391_2000001011HumanColorectumAD3.41e-105.23e-01-0.059
4953ODC1HTA11_866_3004761011HumanColorectumAD3.45e-083.41e-010.096
4953ODC1HTA11_10623_2000001011HumanColorectumAD4.32e-022.93e-01-0.0177
4953ODC1HTA11_6801_2000001011HumanColorectumSER9.43e-067.21e-010.0171
4953ODC1HTA11_7696_3000711011HumanColorectumAD1.13e-113.42e-010.0674
4953ODC1HTA11_7469_2000001011HumanColorectumAD1.38e-024.71e-01-0.0124
4953ODC1HTA11_6818_2000001021HumanColorectumAD8.84e-052.85e-010.0588
4953ODC1HTA11_99999970781_79442HumanColorectumMSS8.35e-266.53e-010.294
4953ODC1HTA11_99999965062_69753HumanColorectumMSI-H2.31e-121.55e+000.3487
4953ODC1HTA11_99999965104_69814HumanColorectumMSS6.48e-321.13e+000.281
4953ODC1HTA11_99999971662_82457HumanColorectumMSS6.82e-398.60e-010.3859
4953ODC1HTA11_99999973899_84307HumanColorectumMSS5.27e-147.85e-010.2585
4953ODC1HTA11_99999974143_84620HumanColorectumMSS1.19e-164.48e-010.3005
4953ODC1A015-C-005HumanColorectumFAP5.77e-074.92e-01-0.0336
4953ODC1LZE7THumanEsophagusESCC4.78e-028.25e-010.0667
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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
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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:00096158CervixCCresponse to virus73/2311367/187232.22e-053.95e-0473
GO:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00421761ColorectumSERregulation of protein catabolic process126/2897391/187235.33e-172.52e-14126
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
GO:0006596ColorectumMSSpolyamine biosynthetic process7/346714/187237.51e-034.72e-027
GO:00421763ColorectumMSI-Hregulation of protein catabolic process65/1319391/187236.96e-111.29e-0865
GO:1901605ColorectumMSI-Halpha-amino acid metabolic process26/1319195/187231.26e-032.02e-0226
GO:0009615ColorectumMSI-Hresponse to virus40/1319367/187233.99e-034.61e-0240
GO:00421764ColorectumFAPregulation of protein catabolic process106/2622391/187235.00e-123.06e-09106
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:004217612LiverCirrhoticregulation of protein catabolic process181/4634391/187237.94e-212.77e-18181
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:00096155LiverCirrhoticresponse to virus126/4634367/187232.10e-052.77e-04126
GO:0006595LiverCirrhoticpolyamine metabolic process12/463418/187232.07e-041.90e-0312
GO:00065962LiverCirrhoticpolyamine biosynthetic process10/463414/187233.11e-042.72e-0310
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00330ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa00480ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa003301ColorectumADArginine and proline metabolism23/209250/84658.27e-045.90e-033.76e-0323
hsa004801ColorectumADGlutathione metabolism23/209257/84656.52e-032.76e-021.76e-0223
hsa003304ColorectumMSSArginine and proline metabolism23/187550/84651.52e-041.24e-037.61e-0423
hsa004802ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa003305ColorectumMSSArginine and proline metabolism23/187550/84651.52e-041.24e-037.61e-0423
hsa004803ColorectumMSSGlutathione metabolism22/187557/84653.58e-031.64e-021.01e-0222
hsa003306ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
hsa003307ColorectumFAPArginine and proline metabolism16/140450/84655.33e-032.10e-021.27e-0216
hsa0048018EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa0048019EsophagusESCCGlutathione metabolism44/420557/84651.81e-059.03e-054.63e-0544
hsa004809LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa003308LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0048012LiverCirrhoticGlutathione metabolism30/253057/84652.63e-041.72e-031.06e-0330
hsa0033011LiverCirrhoticArginine and proline metabolism25/253050/84652.18e-039.41e-035.80e-0325
hsa0048022LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0033021LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
hsa0048032LiverHCCGlutathione metabolism42/402057/84655.00e-052.62e-041.46e-0442
hsa0033031LiverHCCArginine and proline metabolism33/402050/84656.28e-031.77e-029.83e-0333
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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
ODC1SNVMissense_Mutationnovelc.867N>Gp.Asn289Lysp.N289KP11926protein_codingdeleterious(0.03)possibly_damaging(0.779)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ODC1SNVMissense_Mutationnovelc.1306N>Cp.Thr436Prop.T436PP11926protein_codingtolerated(0.41)benign(0)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
ODC1insertionFrame_Shift_Insnovelc.868_869insCGGAAGCCCCATCCTCCCATp.Ile290ThrfsTer15p.I290Tfs*15P11926protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ODC1deletionFrame_Shift_Delnovelc.335delAp.Asn112IlefsTer19p.N112Ifs*19P11926protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ODC1SNVMissense_Mutationnovelc.484G>Ap.Ala162Thrp.A162TP11926protein_codingdeleterious(0.05)benign(0.3)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ODC1SNVMissense_Mutationrs759064940c.638N>Gp.Ser213Cysp.S213CP11926protein_codingdeleterious(0)possibly_damaging(0.658)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
ODC1SNVMissense_Mutationnovelc.380N>Ap.Gly127Glup.G127EP11926protein_codingdeleterious(0.04)probably_damaging(0.99)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
ODC1SNVMissense_Mutationrs368830902c.355C>Gp.Gln119Glup.Q119EP11926protein_codingdeleterious(0.01)benign(0.056)TCGA-C5-A7UI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ODC1SNVMissense_Mutationnovelc.1058N>Tp.Ser353Phep.S353FP11926protein_codingdeleterious(0)possibly_damaging(0.516)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ODC1SNVMissense_Mutationrs745661230c.199N>Ap.Ala67Thrp.A67TP11926protein_codingtolerated(0.23)probably_damaging(0.981)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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
4953ODC1DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1201037EFLORNITHINE HYDROCHLORIDE
4953ODC1DRUGGABLE GENOME, ENZYMEEflornithineEFLORNITHINE
4953ODC1DRUGGABLE GENOME, ENZYMEinhibitor178101866EFLORNITHINE
4953ODC1DRUGGABLE GENOME, ENZYMEVINCRISTINEVINCRISTINE19006285
4953ODC1DRUGGABLE GENOME, ENZYMEinhibitor178101831
4953ODC1DRUGGABLE GENOME, ENZYMEEFLORNITHINEEFLORNITHINE
4953ODC1DRUGGABLE GENOME, ENZYMEDifluoromethylornithine
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