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: SSFA2

Gene summary for SSFA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SSFA2

Gene ID

6744

Gene nameITPR interacting domain containing 2
Gene AliasCS-1
Cytomap2q31.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

P28290


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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
6744SSFA2HTA11_6818_2000001011HumanColorectumAD2.86e-09-6.13e-010.0112
6744SSFA2HTA11_7469_2000001011HumanColorectumAD4.61e-02-6.13e-01-0.0124
6744SSFA2HTA11_11156_2000001011HumanColorectumAD1.88e-02-6.13e-010.0397
6744SSFA2HTA11_6818_2000001021HumanColorectumAD4.38e-15-6.13e-010.0588
6744SSFA2HTA11_99999973899_84307HumanColorectumMSS7.42e-04-4.57e-010.2585
6744SSFA2HTA11_99999974143_84620HumanColorectumMSS8.04e-07-3.84e-010.3005
6744SSFA2A001-C-207HumanColorectumFAP1.88e-03-1.20e-010.1278
6744SSFA2A015-C-203HumanColorectumFAP1.55e-19-2.42e-01-0.1294
6744SSFA2A015-C-204HumanColorectumFAP7.19e-05-1.99e-01-0.0228
6744SSFA2A014-C-040HumanColorectumFAP3.05e-04-3.48e-01-0.1184
6744SSFA2A002-C-201HumanColorectumFAP5.88e-16-2.78e-010.0324
6744SSFA2A002-C-203HumanColorectumFAP2.85e-04-2.05e-010.2786
6744SSFA2A001-C-119HumanColorectumFAP8.79e-05-1.55e-01-0.1557
6744SSFA2A001-C-108HumanColorectumFAP1.77e-10-6.10e-02-0.0272
6744SSFA2A002-C-205HumanColorectumFAP2.94e-19-1.50e-01-0.1236
6744SSFA2A001-C-104HumanColorectumFAP1.22e-04-4.56e-020.0184
6744SSFA2A015-C-005HumanColorectumFAP3.31e-022.05e-02-0.0336
6744SSFA2A015-C-006HumanColorectumFAP1.31e-14-3.03e-01-0.0994
6744SSFA2A015-C-106HumanColorectumFAP1.54e-08-1.64e-01-0.0511
6744SSFA2A002-C-114HumanColorectumFAP1.14e-14-1.02e-01-0.1561
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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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
SSFA2SNVMissense_Mutationc.3652N>Ap.Glu1218Lysp.E1218KP28290protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SSFA2SNVMissense_Mutationc.558N>Gp.Asn186Lysp.N186KP28290protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
SSFA2SNVMissense_Mutationc.839N>Ap.Thr280Lysp.T280KP28290protein_codingtolerated(0.07)benign(0.202)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
SSFA2SNVMissense_Mutationc.2525N>Gp.Ser842Cysp.S842CP28290protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SSFA2SNVMissense_Mutationnovelc.2720N>Tp.Ser907Leup.S907LP28290protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SSFA2SNVMissense_Mutationnovelc.998N>Cp.Glu333Alap.E333AP28290protein_codingdeleterious(0.01)possibly_damaging(0.721)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SSFA2SNVMissense_Mutationc.618N>Ap.Asn206Lysp.N206KP28290protein_codingdeleterious(0)possibly_damaging(0.725)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SSFA2SNVMissense_Mutationnovelc.619N>Cp.Ser207Prop.S207PP28290protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SSFA2SNVMissense_Mutationc.2587N>Gp.Arg863Glyp.R863GP28290protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-BH-A0DV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereCR
SSFA2SNVMissense_Mutationc.2775N>Tp.Gln925Hisp.Q925HP28290protein_codingtolerated(0.06)probably_damaging(0.997)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<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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