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: SDF4

Gene summary for SDF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDF4

Gene ID

51150

Gene namestromal cell derived factor 4
Gene AliasCab45
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A0A024R084


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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
51150SDF4P37T-EHumanEsophagusESCC8.83e-761.90e+000.1371
51150SDF4P38T-EHumanEsophagusESCC3.46e-134.52e-010.127
51150SDF4P39T-EHumanEsophagusESCC1.71e-458.83e-010.0894
51150SDF4P40T-EHumanEsophagusESCC8.10e-461.61e+000.109
51150SDF4P42T-EHumanEsophagusESCC1.35e-491.24e+000.1175
51150SDF4P44T-EHumanEsophagusESCC3.61e-361.13e+000.1096
51150SDF4P47T-EHumanEsophagusESCC7.80e-449.66e-010.1067
51150SDF4P48T-EHumanEsophagusESCC5.36e-611.06e+000.0959
51150SDF4P49T-EHumanEsophagusESCC1.68e-252.73e+000.1768
51150SDF4P52T-EHumanEsophagusESCC5.58e-861.84e+000.1555
51150SDF4P54T-EHumanEsophagusESCC5.55e-381.00e+000.0975
51150SDF4P56T-EHumanEsophagusESCC3.20e-203.02e+000.1613
51150SDF4P57T-EHumanEsophagusESCC1.66e-581.45e+000.0926
51150SDF4P61T-EHumanEsophagusESCC2.79e-511.21e+000.099
51150SDF4P62T-EHumanEsophagusESCC7.92e-1091.97e+000.1302
51150SDF4P65T-EHumanEsophagusESCC5.00e-621.37e+000.0978
51150SDF4P74T-EHumanEsophagusESCC1.89e-732.01e+000.1479
51150SDF4P75T-EHumanEsophagusESCC1.27e-891.83e+000.1125
51150SDF4P76T-EHumanEsophagusESCC2.22e-971.90e+000.1207
51150SDF4P79T-EHumanEsophagusESCC1.76e-851.55e+000.1154
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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
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:0043954ColorectumADcellular component maintenance26/391861/187231.04e-041.56e-0326
GO:0006887ColorectumADexocytosis96/3918352/187232.48e-031.90e-0296
GO:0034331ColorectumADcell junction maintenance15/391835/187232.78e-032.09e-0215
GO:0097305ColorectumADresponse to alcohol71/3918253/187234.01e-032.80e-0271
GO:0050808ColorectumADsynapse organization112/3918426/187234.25e-032.92e-02112
GO:00439541ColorectumSERcellular component maintenance22/289761/187236.47e-051.49e-0322
GO:00068871ColorectumSERexocytosis75/2897352/187232.05e-032.03e-0275
GO:0045444ColorectumSERfat cell differentiation51/2897229/187233.96e-033.26e-0251
GO:00343311ColorectumSERcell junction maintenance12/289735/187234.72e-033.71e-0212
GO:00508081ColorectumSERsynapse organization85/2897426/187237.17e-034.99e-0285
GO:00439542ColorectumMSScellular component maintenance22/346761/187239.05e-049.21e-0322
GO:00973051ColorectumMSSresponse to alcohol66/3467253/187231.73e-031.54e-0266
GO:00508082ColorectumMSSsynapse organization101/3467426/187233.96e-032.89e-02101
GO:00343312ColorectumMSScell junction maintenance13/346735/187237.38e-034.68e-0213
GO:00973052ColorectumMSI-Hresponse to alcohol33/1319253/187234.53e-049.61e-0333
GO:009730510EndometriumAEHresponse to alcohol48/2100253/187231.80e-042.31e-0348
GO:00439546EndometriumAEHcellular component maintenance16/210061/187238.71e-048.04e-0316
GO:00508086EndometriumAEHsynapse organization67/2100426/187232.67e-031.94e-0267
GO:000931410EndometriumAEHresponse to radiation70/2100456/187233.99e-032.68e-0270
GO:00343317EndometriumAEHcell junction maintenance10/210035/187234.04e-032.69e-0210
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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
SDF4SNVMissense_Mutationnovelc.491N>Cp.Val164Alap.V164AQ9BRK5protein_codingtolerated(0.09)benign(0.01)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SDF4SNVMissense_Mutationc.538G>Cp.Ala180Prop.A180PQ9BRK5protein_codingtolerated(0.12)benign(0.006)TCGA-BH-A1F0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SDF4SNVMissense_Mutationc.202G>Ap.Glu68Lysp.E68KQ9BRK5protein_codingdeleterious(0.01)possibly_damaging(0.833)TCGA-E9-A1R0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SDF4deletionIn_Frame_Delnovelc.826_843delNNNNNNNNNNNNNNNNNNp.Asp276_Asp281delp.D276_D281delQ9BRK5protein_codingTCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SDF4SNVMissense_Mutationc.943G>Ap.Ala315Thrp.A315TQ9BRK5protein_codingdeleterious(0.02)possibly_damaging(0.84)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SDF4SNVMissense_Mutationnovelc.268N>Gp.Phe90Valp.F90VQ9BRK5protein_codingdeleterious(0.03)benign(0.313)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
SDF4SNVMissense_Mutationc.1063N>Ap.Ala355Thrp.A355TQ9BRK5protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SDF4SNVMissense_Mutationrs778380110c.826G>Ap.Asp276Asnp.D276NQ9BRK5protein_codingdeleterious(0.01)possibly_damaging(0.468)TCGA-DM-A1HA-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
SDF4SNVMissense_Mutationnovelc.1055N>Cp.Val352Alap.V352AQ9BRK5protein_codingtolerated(0.2)benign(0.01)TCGA-A5-A2K7-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapytaxolSD
SDF4SNVMissense_Mutationnovelc.910G>Cp.Glu304Glnp.E304QQ9BRK5protein_codingtolerated(0.1)possibly_damaging(0.634)TCGA-AJ-A2QM-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinCR
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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
51150SDF4NAETHANOLALCOHOL18355758
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