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: OCIAD1

Gene summary for OCIAD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

OCIAD1

Gene ID

54940

Gene nameOCIA domain containing 1
Gene AliasASRIJ
Cytomap4p11
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R9U3


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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
54940OCIAD1AEH-subject1HumanEndometriumAEH3.05e-15-3.66e-01-0.3059
54940OCIAD1AEH-subject2HumanEndometriumAEH5.71e-13-3.35e-01-0.2525
54940OCIAD1AEH-subject3HumanEndometriumAEH1.22e-16-3.16e-01-0.2576
54940OCIAD1AEH-subject4HumanEndometriumAEH1.80e-03-2.15e-01-0.2657
54940OCIAD1AEH-subject5HumanEndometriumAEH1.57e-06-2.75e-01-0.2953
54940OCIAD1EEC-subject1HumanEndometriumEEC1.70e-14-3.07e-01-0.2682
54940OCIAD1EEC-subject2HumanEndometriumEEC4.65e-20-4.42e-01-0.2607
54940OCIAD1EEC-subject3HumanEndometriumEEC1.59e-45-4.98e-01-0.2525
54940OCIAD1EEC-subject4HumanEndometriumEEC2.10e-07-2.30e-01-0.2571
54940OCIAD1EEC-subject5HumanEndometriumEEC1.01e-04-1.74e-01-0.249
54940OCIAD1GSM5276934HumanEndometriumEEC7.72e-03-1.62e-02-0.0913
54940OCIAD1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.29e-37-4.55e-01-0.1869
54940OCIAD1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC4.32e-39-3.04e-01-0.1875
54940OCIAD1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.60e-38-4.30e-01-0.1883
54940OCIAD1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.45e-36-2.57e-01-0.1934
54940OCIAD1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.90e-58-3.43e-01-0.1917
54940OCIAD1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.44e-55-4.56e-01-0.1916
54940OCIAD1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC3.53e-07-8.86e-02-0.1269
54940OCIAD1LZE4THumanEsophagusESCC2.20e-156.46e-010.0811
54940OCIAD1LZE5THumanEsophagusESCC4.29e-076.97e-020.0514
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:004887216EndometriumAEHhomeostasis of number of cells53/2100272/187234.10e-056.99e-0453
GO:00488635EndometriumAEHstem cell differentiation40/2100206/187233.67e-043.99e-0340
GO:004886314EndometriumEECstem cell differentiation43/2168206/187238.48e-051.21e-0343
GO:004887217EndometriumEEChomeostasis of number of cells53/2168272/187239.52e-051.34e-0353
GO:20007365EsophagusHGINregulation of stem cell differentiation20/258758/187235.65e-051.33e-0320
GO:004887227EsophagusHGINhomeostasis of number of cells54/2587272/187233.50e-033.23e-0254
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:00488638EsophagusESCCstem cell differentiation122/8552206/187235.95e-054.59e-04122
GO:200073614EsophagusESCCregulation of stem cell differentiation39/855258/187237.43e-043.86e-0339
GO:2000736LiverNAFLDregulation of stem cell differentiation14/188258/187231.48e-031.64e-0214
GO:00488727LiverNAFLDhomeostasis of number of cells43/1882272/187231.86e-031.91e-0243
GO:00488632LiverNAFLDstem cell differentiation33/1882206/187234.81e-033.81e-0233
GO:20007361LiverCirrhoticregulation of stem cell differentiation26/463458/187236.65e-045.04e-0326
GO:004887212LiverCirrhotichomeostasis of number of cells89/4634272/187231.76e-031.12e-0289
GO:004886311LiverCirrhoticstem cell differentiation66/4634206/187231.06e-024.68e-0266
GO:004887222LiverHCChomeostasis of number of cells147/7958272/187237.48e-056.70e-04147
GO:004887220Oral cavityOSCChomeostasis of number of cells152/7305272/187231.08e-082.23e-07152
GO:20007364Oral cavityOSCCregulation of stem cell differentiation33/730558/187234.32e-031.75e-0233
GO:00488637Oral cavityOSCCstem cell differentiation96/7305206/187231.55e-024.99e-0296
GO:0048872110Oral cavityLPhomeostasis of number of cells87/4623272/187233.75e-032.47e-0287
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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
OCIAD1SNVMissense_Mutationc.683N>Cp.Arg228Thrp.R228TQ9NX40protein_codingtolerated(0.07)benign(0.001)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
OCIAD1SNVMissense_Mutationc.565G>Cp.Glu189Glnp.E189QQ9NX40protein_codingdeleterious(0.02)probably_damaging(0.941)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
OCIAD1SNVMissense_Mutationc.622N>Cp.Glu208Glnp.E208QQ9NX40protein_codingtolerated(0.07)benign(0.074)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
OCIAD1SNVMissense_Mutationnovelc.465N>Ap.Met155Ilep.M155IQ9NX40protein_codingtolerated(0.18)benign(0.005)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
OCIAD1SNVMissense_Mutationc.494N>Ap.Ser165Asnp.S165NQ9NX40protein_codingtolerated(0.06)probably_damaging(0.997)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OCIAD1SNVMissense_Mutationc.61A>Gp.Ile21Valp.I21VQ9NX40protein_codingtolerated(0.46)benign(0.191)TCGA-AD-6890-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
OCIAD1SNVMissense_Mutationnovelc.535N>Gp.His179Aspp.H179DQ9NX40protein_codingtolerated(0.46)benign(0.003)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
OCIAD1SNVMissense_Mutationnovelc.310N>Cp.Lys104Glnp.K104QQ9NX40protein_codingtolerated(0.15)benign(0.196)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
OCIAD1deletionFrame_Shift_Delc.690delNp.Glu233LysfsTer4p.E233Kfs*4Q9NX40protein_codingTCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
OCIAD1deletionFrame_Shift_Delc.696delAp.Glu233LysfsTer4p.E233Kfs*4Q9NX40protein_codingTCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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