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: OLA1

Gene summary for OLA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OLA1

Gene ID

29789

Gene nameObg like ATPase 1
Gene AliasDOC45
Cytomap2q31.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9NTK5


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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
29789OLA1P47T-EHumanEsophagusESCC4.69e-441.00e+000.1067
29789OLA1P48T-EHumanEsophagusESCC1.39e-359.08e-010.0959
29789OLA1P49T-EHumanEsophagusESCC2.40e-202.78e+000.1768
29789OLA1P52T-EHumanEsophagusESCC2.52e-571.89e+000.1555
29789OLA1P54T-EHumanEsophagusESCC1.06e-278.88e-010.0975
29789OLA1P56T-EHumanEsophagusESCC3.90e-152.64e+000.1613
29789OLA1P57T-EHumanEsophagusESCC1.77e-409.06e-010.0926
29789OLA1P61T-EHumanEsophagusESCC9.27e-259.56e-010.099
29789OLA1P62T-EHumanEsophagusESCC1.36e-791.73e+000.1302
29789OLA1P65T-EHumanEsophagusESCC1.91e-347.83e-010.0978
29789OLA1P74T-EHumanEsophagusESCC7.40e-662.70e+000.1479
29789OLA1P75T-EHumanEsophagusESCC5.51e-861.94e+000.1125
29789OLA1P76T-EHumanEsophagusESCC9.40e-681.52e+000.1207
29789OLA1P79T-EHumanEsophagusESCC1.41e-651.30e+000.1154
29789OLA1P80T-EHumanEsophagusESCC3.59e-511.88e+000.155
29789OLA1P82T-EHumanEsophagusESCC4.24e-241.70e+000.1072
29789OLA1P83T-EHumanEsophagusESCC6.83e-531.81e+000.1738
29789OLA1P84T-EHumanEsophagusESCC5.84e-109.82e-010.0933
29789OLA1P89T-EHumanEsophagusESCC1.48e-382.97e+000.1752
29789OLA1P91T-EHumanEsophagusESCC1.50e-202.47e+000.1828
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:004603410CervixCCATP metabolic process90/2311277/187237.90e-192.36e-1590
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00324791CervixCCregulation of type I interferon production21/231195/187235.32e-033.10e-0221
GO:00326061CervixCCtype I interferon production21/231195/187235.32e-033.10e-0221
GO:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:00460341ColorectumSERATP metabolic process117/2897277/187235.54e-271.13e-23117
GO:00460343ColorectumMSI-HATP metabolic process71/1319277/187233.18e-228.32e-1971
GO:00460344ColorectumFAPATP metabolic process87/2622277/187236.50e-146.63e-1187
GO:00460345ColorectumCRCATP metabolic process51/2078277/187231.92e-043.30e-0351
GO:00718977EndometriumAEHDNA biosynthetic process37/2100180/187231.87e-042.39e-0337
GO:004603427EsophagusHGINATP metabolic process101/2587277/187231.53e-211.02e-18101
GO:0046034111EsophagusESCCATP metabolic process189/8552277/187231.99e-141.04e-12189
GO:004603412LiverCirrhoticATP metabolic process144/4634277/187231.04e-225.02e-20144
GO:004603422LiverHCCATP metabolic process198/7958277/187238.30e-231.55e-20198
GO:00460348LungIACATP metabolic process49/2061277/187235.44e-047.59e-0349
GO:004603413LungAISATP metabolic process42/1849277/187233.31e-033.16e-0242
GO:004603420Oral cavityOSCCATP metabolic process166/7305277/187231.16e-125.12e-11166
GO:0046034110Oral cavityLPATP metabolic process128/4623277/187233.95e-155.38e-13128
GO:004603426Oral cavityEOLPATP metabolic process68/2218277/187232.72e-091.71e-0768
GO:004603433Oral cavityNEOLPATP metabolic process71/2005277/187231.44e-123.17e-1071
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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
OLA1SNVMissense_Mutationc.799N>Ap.Leu267Metp.L267MQ9NTK5protein_codingtolerated(0.06)benign(0.103)TCGA-A8-A07P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
OLA1SNVMissense_Mutationc.301N>Gp.His101Aspp.H101DQ9NTK5protein_codingtolerated(0.05)benign(0.232)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
OLA1SNVMissense_Mutationrs781608678c.1044N>Ap.Met348Ilep.M348IQ9NTK5protein_codingtolerated(0.11)benign(0.146)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
OLA1SNVMissense_Mutationrs375033952c.949N>Tp.Arg317Cysp.R317CQ9NTK5protein_codingdeleterious(0)probably_damaging(0.975)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
OLA1SNVMissense_Mutationnovelc.205G>Ap.Glu69Lysp.E69KQ9NTK5protein_codingtolerated(0.11)benign(0.022)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
OLA1SNVMissense_Mutationc.107N>Gp.Ser36Cysp.S36CQ9NTK5protein_codingdeleterious(0)probably_damaging(1)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
OLA1SNVMissense_Mutationc.634G>Ap.Glu212Lysp.E212KQ9NTK5protein_codingdeleterious(0.01)possibly_damaging(0.841)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
OLA1SNVMissense_Mutationrs748811959c.211N>Gp.Phe71Valp.F71VQ9NTK5protein_codingdeleterious(0)probably_damaging(0.957)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OLA1SNVMissense_Mutationnovelc.1051G>Ap.Glu351Lysp.E351KQ9NTK5protein_codingtolerated(0.15)benign(0.025)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
OLA1SNVMissense_Mutationc.724N>Gp.Lys242Glup.K242EQ9NTK5protein_codingdeleterious(0.02)possibly_damaging(0.612)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=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
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