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: ICA1

Gene summary for ICA1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ICA1

Gene ID

3382

Gene nameislet cell autoantigen 1
Gene AliasICA69
Cytomap7p21.3
Gene Typeprotein-coding
GO ID

GO:0002790

UniProtAcc

A0A024RA29


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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
3382ICA1HTA11_1938_2000001011HumanColorectumAD4.74e-023.85e-01-0.0811
3382ICA1HTA11_99999965104_69814HumanColorectumMSS3.31e-118.39e-010.281
3382ICA1HTA11_99999974143_84620HumanColorectumMSS3.47e-04-3.22e-010.3005
3382ICA1A001-C-207HumanColorectumFAP7.57e-051.84e-010.1278
3382ICA1A015-C-203HumanColorectumFAP1.77e-20-1.79e-01-0.1294
3382ICA1A015-C-204HumanColorectumFAP3.46e-04-6.83e-02-0.0228
3382ICA1A014-C-040HumanColorectumFAP1.63e-041.85e-01-0.1184
3382ICA1A002-C-201HumanColorectumFAP4.69e-13-2.96e-010.0324
3382ICA1A002-C-203HumanColorectumFAP1.67e-053.29e-010.2786
3382ICA1A001-C-119HumanColorectumFAP1.51e-068.93e-02-0.1557
3382ICA1A001-C-108HumanColorectumFAP2.80e-102.19e-01-0.0272
3382ICA1A002-C-205HumanColorectumFAP3.48e-23-1.94e-01-0.1236
3382ICA1A001-C-104HumanColorectumFAP7.99e-043.03e-010.0184
3382ICA1A015-C-005HumanColorectumFAP5.29e-033.87e-02-0.0336
3382ICA1A015-C-006HumanColorectumFAP4.87e-15-1.16e-02-0.0994
3382ICA1A015-C-106HumanColorectumFAP4.24e-063.93e-02-0.0511
3382ICA1A002-C-114HumanColorectumFAP1.14e-16-1.47e-01-0.1561
3382ICA1A015-C-104HumanColorectumFAP2.14e-22-5.20e-02-0.1899
3382ICA1A001-C-014HumanColorectumFAP7.05e-112.45e-010.0135
3382ICA1A002-C-016HumanColorectumFAP2.63e-17-1.37e-010.0521
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0046883ColorectumFAPregulation of hormone secretion50/2622249/187234.97e-033.32e-0250
GO:0046879ColorectumFAPhormone secretion57/2622295/187236.67e-034.12e-0257
GO:00507084ColorectumCRCregulation of protein secretion49/2078268/187233.00e-044.75e-0349
GO:00093064ColorectumCRCprotein secretion59/2078359/187231.32e-031.48e-0259
GO:00355924ColorectumCRCestablishment of protein localization to extracellular region59/2078360/187231.41e-031.54e-0259
GO:00230611ColorectumCRCsignal release72/2078463/187231.95e-031.96e-0272
GO:00716924ColorectumCRCprotein localization to extracellular region59/2078368/187232.37e-032.27e-0259
GO:00507964ColorectumCRCregulation of insulin secretion30/2078165/187234.44e-033.48e-0230
GO:00300734ColorectumCRCinsulin secretion34/2078195/187235.10e-033.91e-0234
GO:00158334ColorectumCRCpeptide transport43/2078264/187236.47e-034.68e-0243
GO:000930617EsophagusESCCprotein secretion190/8552359/187233.22e-031.34e-02190
GO:003559217EsophagusESCCestablishment of protein localization to extracellular region190/8552360/187233.77e-031.53e-02190
GO:007169210EsophagusESCCprotein localization to extracellular region193/8552368/187235.01e-031.92e-02193
GO:005070810EsophagusESCCregulation of protein secretion142/8552268/187239.31e-033.24e-02142
GO:003559212LiverHCCestablishment of protein localization to extracellular region176/7958360/187237.96e-033.15e-02176
GO:000930612LiverHCCprotein secretion175/7958359/187239.32e-033.57e-02175
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
GO:003559210Oral cavityOSCCestablishment of protein localization to extracellular region169/7305360/187231.21e-036.08e-03169
GO:00716929Oral cavityOSCCprotein localization to extracellular region172/7305368/187231.40e-036.79e-03172
GO:00507089Oral cavityOSCCregulation of protein secretion126/7305268/187234.41e-031.79e-02126
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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
ICA1SNVMissense_Mutationnovelc.31G>Ap.Asp11Asnp.D11NQ05084protein_codingdeleterious_low_confidence(0.03)benign(0.019)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ICA1deletionFrame_Shift_Delc.1250_1251delNNp.Pro417GlnfsTer30p.P417Qfs*30Q05084protein_codingTCGA-C8-A1HN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ICA1SNVMissense_Mutationnovelc.565G>Ap.Glu189Lysp.E189KQ05084protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ICA1SNVMissense_Mutationc.246G>Cp.Lys82Asnp.K82NQ05084protein_codingtolerated(0.19)benign(0.178)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ICA1SNVMissense_Mutationc.519N>Ap.Met173Ilep.M173IQ05084protein_codingdeleterious(0.02)probably_damaging(0.998)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
ICA1SNVMissense_Mutationnovelc.1376N>Cp.Phe459Serp.F459SQ05084protein_codingdeleterious(0)probably_damaging(0.999)TCGA-ZJ-AAXF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ICA1SNVMissense_Mutationrs768714490c.98N>Tp.Thr33Metp.T33MQ05084protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
ICA1SNVMissense_Mutationnovelc.995G>Ap.Gly332Aspp.G332DQ05084protein_codingtolerated(0.63)benign(0.023)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ICA1SNVMissense_Mutationnovelc.218T>Cp.Leu73Serp.L73SQ05084protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ICA1SNVMissense_Mutationrs570072277c.931C>Tp.Arg311Cysp.R311CQ05084protein_codingtolerated(0.08)benign(0.001)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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
3382ICA1NAtramadolTRAMADOL30971809
3382ICA1NAo-desmethyl-tramadol30971809
3382ICA1NAo-desmethyltramadol30971809
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