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: ORMDL2

Gene summary for ORMDL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ORMDL2

Gene ID

29095

Gene nameORMDL sphingolipid biosynthesis regulator 2
Gene AliasHSPC160
Cytomap12q13.2
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

Q53FV1


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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
29095ORMDL2LZE2THumanEsophagusESCC5.56e-047.64e-010.082
29095ORMDL2LZE4THumanEsophagusESCC1.51e-123.86e-010.0811
29095ORMDL2LZE7THumanEsophagusESCC5.44e-054.63e-010.0667
29095ORMDL2LZE8THumanEsophagusESCC2.07e-051.78e-010.067
29095ORMDL2LZE20THumanEsophagusESCC1.32e-115.45e-010.0662
29095ORMDL2LZE24THumanEsophagusESCC1.24e-289.29e-010.0596
29095ORMDL2LZE22D3HumanEsophagusHGIN1.52e-025.87e-010.0653
29095ORMDL2LZE6THumanEsophagusESCC7.97e-086.44e-010.0845
29095ORMDL2P1T-EHumanEsophagusESCC4.36e-077.22e-010.0875
29095ORMDL2P2T-EHumanEsophagusESCC3.65e-357.99e-010.1177
29095ORMDL2P4T-EHumanEsophagusESCC2.14e-461.30e+000.1323
29095ORMDL2P5T-EHumanEsophagusESCC9.07e-791.70e+000.1327
29095ORMDL2P8T-EHumanEsophagusESCC1.03e-247.42e-010.0889
29095ORMDL2P9T-EHumanEsophagusESCC4.17e-226.41e-010.1131
29095ORMDL2P10T-EHumanEsophagusESCC1.71e-194.77e-010.116
29095ORMDL2P11T-EHumanEsophagusESCC2.42e-116.79e-010.1426
29095ORMDL2P12T-EHumanEsophagusESCC2.19e-266.14e-010.1122
29095ORMDL2P15T-EHumanEsophagusESCC1.27e-368.02e-010.1149
29095ORMDL2P16T-EHumanEsophagusESCC4.00e-184.31e-010.1153
29095ORMDL2P17T-EHumanEsophagusESCC3.78e-129.26e-010.1278
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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
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:00342496EsophagusHGINnegative regulation of cellular amide metabolic process66/2587273/187232.74e-069.60e-0566
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00464673EsophagusESCCmembrane lipid biosynthetic process91/8552142/187237.19e-067.19e-0591
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00301481EsophagusESCCsphingolipid biosynthetic process62/8552103/187232.10e-039.38e-0362
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:0046513EsophagusESCCceramide biosynthetic process40/855265/187237.25e-032.63e-0240
GO:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:00192168EsophagusESCCregulation of lipid metabolic process172/8552331/187231.20e-024.02e-02172
GO:005508811LiverCirrhoticlipid homeostasis74/4634167/187232.46e-088.51e-0774
GO:001921611LiverCirrhoticregulation of lipid metabolic process119/4634331/187233.05e-065.39e-05119
GO:003424911LiverCirrhoticnegative regulation of cellular amide metabolic process100/4634273/187237.34e-061.13e-04100
GO:004689011LiverCirrhoticregulation of lipid biosynthetic process67/4634171/187232.00e-052.65e-0467
GO:0006643LiverCirrhoticmembrane lipid metabolic process69/4634203/187231.89e-031.19e-0269
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:00192162LiverHCCregulation of lipid metabolic process181/7958331/187234.58e-065.79e-05181
GO:00066431LiverHCCmembrane lipid metabolic process115/7958203/187233.17e-053.22e-04115
GO:00468902LiverHCCregulation of lipid biosynthetic process96/7958171/187232.14e-041.63e-0396
GO:003424921LiverHCCnegative regulation of cellular amide metabolic process144/7958273/187233.80e-042.61e-03144
GO:0006665LiverHCCsphingolipid metabolic process85/7958155/187231.27e-036.92e-0385
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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
ORMDL2insertionNonsense_Mutationnovelc.373_374insCAAAGTAAATGCTGTTGATATAGCTGGAATAGTp.Leu125delinsProLysTerMetLeuLeuIleTerLeuGluTerPhep.L125delinsPK*MLLI*LE*FQ53FV1protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ORMDL2SNVMissense_Mutationrs766915849c.365N>Tp.Ala122Valp.A122VQ53FV1protein_codingtolerated(0.7)benign(0.003)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
ORMDL2SNVMissense_Mutationnovelc.193N>Ap.His65Asnp.H65NQ53FV1protein_codingdeleterious(0)probably_damaging(1)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
ORMDL2SNVMissense_Mutationc.427C>Tp.His143Tyrp.H143YQ53FV1protein_codingtolerated(0.12)benign(0.381)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ORMDL2SNVMissense_Mutationc.32N>Gp.Asn11Serp.N11SQ53FV1protein_codingdeleterious(0)probably_damaging(1)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
ORMDL2SNVMissense_Mutationrs766915849c.365C>Tp.Ala122Valp.A122VQ53FV1protein_codingtolerated(0.7)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
ORMDL2SNVMissense_Mutationnovelc.270N>Ap.Asp90Glup.D90EQ53FV1protein_codingdeleterious(0)possibly_damaging(0.883)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
ORMDL2SNVMissense_Mutationc.189C>Ap.Phe63Leup.F63LQ53FV1protein_codingtolerated(0.4)benign(0.003)TCGA-55-7570-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
ORMDL2SNVMissense_Mutationc.421N>Gp.Gln141Glup.Q141EQ53FV1protein_codingdeleterious(0.04)benign(0.034)TCGA-37-3783-01Lunglung squamous cell carcinomaMale<65III/IVUnknownUnknownSD
ORMDL2deletionFrame_Shift_Delnovelc.145delNp.Trp49GlyfsTer3p.W49Gfs*3Q53FV1protein_codingTCGA-UF-A71E-01Oral cavityhead & neck squamous cell carcinomaMale<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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