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: SDF2

Gene summary for SDF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDF2

Gene ID

6388

Gene namestromal cell derived factor 2
Gene AliasSDF2
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q6IBU4


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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
6388SDF2HTA11_1938_2000001011HumanColorectumAD3.80e-022.78e-01-0.0811
6388SDF2HTA11_347_2000001011HumanColorectumAD2.54e-124.37e-01-0.1954
6388SDF2HTA11_696_2000001011HumanColorectumAD2.22e-053.08e-01-0.1464
6388SDF2HTA11_866_2000001011HumanColorectumAD8.36e-032.02e-01-0.1001
6388SDF2HTA11_1391_2000001011HumanColorectumAD8.78e-073.95e-01-0.059
6388SDF2HTA11_866_3004761011HumanColorectumAD3.05e-063.21e-010.096
6388SDF2HTA11_7696_3000711011HumanColorectumAD2.55e-102.76e-010.0674
6388SDF2HTA11_6818_2000001021HumanColorectumAD6.90e-063.46e-010.0588
6388SDF2HTA11_99999971662_82457HumanColorectumMSS3.56e-074.00e-010.3859
6388SDF2HTA11_99999974143_84620HumanColorectumMSS3.04e-124.04e-010.3005
6388SDF2A002-C-114HumanColorectumFAP4.92e-02-1.14e-01-0.1561
6388SDF2LZE2DHumanEsophagusHGIN4.46e-022.33e-010.0642
6388SDF2LZE2THumanEsophagusESCC1.22e-035.50e-010.082
6388SDF2LZE4THumanEsophagusESCC8.51e-113.53e-010.0811
6388SDF2LZE7THumanEsophagusESCC1.30e-146.77e-010.0667
6388SDF2LZE8THumanEsophagusESCC2.15e-124.14e-010.067
6388SDF2LZE20THumanEsophagusESCC2.66e-032.25e-010.0662
6388SDF2LZE22D1HumanEsophagusHGIN5.36e-031.46e-010.0595
6388SDF2LZE22THumanEsophagusESCC2.43e-057.84e-010.068
6388SDF2LZE24THumanEsophagusESCC7.04e-369.86e-010.0596
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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
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:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00064588BreastPrecancer'de novo' protein folding16/108043/187238.14e-106.92e-0816
GO:00610778BreastPrecancerchaperone-mediated protein folding19/108067/187234.22e-093.28e-0719
GO:00510848BreastPrecancer'de novo' posttranslational protein folding14/108039/187231.61e-081.12e-0614
GO:00510858BreastPrecancerchaperone cofactor-dependent protein refolding13/108034/187232.17e-081.47e-0613
GO:00359669BreastPrecancerresponse to topologically incorrect protein29/1080159/187233.00e-081.89e-0629
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:00359679BreastPrecancercellular response to topologically incorrect protein22/1080116/187236.84e-072.80e-0522
GO:000645713BreastIDCprotein folding47/1434212/187232.31e-113.86e-0947
GO:001049814BreastIDCproteasomal protein catabolic process75/1434490/187235.59e-094.41e-0775
GO:006107713BreastIDCchaperone-mediated protein folding21/143467/187231.35e-089.71e-0721
GO:000645813BreastIDC'de novo' protein folding16/143443/187234.69e-083.02e-0616
GO:003596614BreastIDCresponse to topologically incorrect protein32/1434159/187233.71e-071.85e-0532
GO:005108413BreastIDC'de novo' posttranslational protein folding14/143439/187235.46e-072.65e-0514
GO:005108513BreastIDCchaperone cofactor-dependent protein refolding13/143434/187235.96e-072.85e-0513
GO:003497614BreastIDCresponse to endoplasmic reticulum stress43/1434256/187238.42e-073.82e-0543
GO:003596714BreastIDCcellular response to topologically incorrect protein24/1434116/187236.27e-061.98e-0424
GO:000645723BreastDCISprotein folding47/1390212/187237.84e-121.53e-0947
GO:001049824BreastDCISproteasomal protein catabolic process75/1390490/187231.44e-091.40e-0775
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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
SDF2SNVMissense_Mutationnovelc.450N>Gp.Phe150Leup.F150LQ99470protein_codingtolerated(0.73)benign(0.051)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
SDF2SNVMissense_Mutationnovelc.217N>Tp.Arg73Trpp.R73WQ99470protein_codingdeleterious(0)probably_damaging(0.973)TCGA-ZJ-AAXN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SDF2SNVMissense_Mutationnovelc.353T>Cp.Val118Alap.V118AQ99470protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SDF2SNVMissense_Mutationrs758457609c.5C>Tp.Ala2Valp.A2VQ99470protein_codingtolerated(0.35)benign(0.007)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SDF2SNVMissense_Mutationc.4G>Ap.Ala2Thrp.A2TQ99470protein_codingtolerated(0.59)benign(0.057)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SDF2SNVMissense_Mutationnovelc.470N>Cp.Val157Alap.V157AQ99470protein_codingtolerated(0.48)benign(0.015)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SDF2SNVMissense_Mutationnovelc.11N>Cp.Val4Alap.V4AQ99470protein_codingtolerated(0.12)benign(0)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SDF2SNVMissense_Mutationc.358N>Ap.Ala120Thrp.A120TQ99470protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SDF2SNVMissense_Mutationnovelc.289N>Ap.Val97Ilep.V97IQ99470protein_codingtolerated(0.29)benign(0.02)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
SDF2SNVMissense_Mutationrs766623300c.530N>Gp.His177Argp.H177RQ99470protein_codingdeleterious(0.04)possibly_damaging(0.895)TCGA-AX-A06D-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
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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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