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: CXCL10

Gene summary for CXCL10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CXCL10

Gene ID

3627

Gene nameC-X-C motif chemokine ligand 10
Gene AliasC7
Cytomap4q21.1
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

A0A024RDA4


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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
3627CXCL10NCCBC5HumanBreastDCIS6.35e-137.28e-010.2046
3627CXCL10P2HumanBreastIDC4.41e-208.01e-010.21
3627CXCL10CA_HPV_1HumanCervixCC4.47e-136.98e-010.0264
3627CXCL10CCI_2HumanCervixCC1.80e-059.19e-010.5249
3627CXCL10TumorHumanCervixCC8.20e-105.97e-010.1241
3627CXCL10sample1HumanCervixCC2.47e-054.62e-010.0959
3627CXCL10sample3HumanCervixCC7.68e-033.42e-010.1387
3627CXCL10T1HumanCervixCC3.61e-083.01e-010.0918
3627CXCL10T3HumanCervixCC3.64e-043.65e-010.1389
3627CXCL10P2T-EHumanEsophagusESCC5.00e-171.43e+000.1177
3627CXCL10P16T-EHumanEsophagusESCC5.52e-043.23e-010.1153
3627CXCL10P24T-EHumanEsophagusESCC2.13e-272.65e+000.1287
3627CXCL10P37T-EHumanEsophagusESCC1.17e-062.14e+000.1371
3627CXCL10P40T-EHumanEsophagusESCC1.45e-061.68e+000.109
3627CXCL10P52T-EHumanEsophagusESCC1.43e-414.16e+000.1555
3627CXCL10P56T-EHumanEsophagusESCC3.98e-154.35e+000.1613
3627CXCL10P62T-EHumanEsophagusESCC1.79e-092.79e+000.1302
3627CXCL10P75T-EHumanEsophagusESCC1.97e-102.24e+000.1125
3627CXCL10P76T-EHumanEsophagusESCC1.25e-081.94e+000.1207
3627CXCL10P80T-EHumanEsophagusESCC7.34e-255.28e+000.155
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:000926612BreastIDCresponse to temperature stimulus34/1434178/187235.88e-072.83e-0534
GO:007162111BreastIDCgranulocyte chemotaxis26/1434125/187232.36e-069.30e-0526
GO:005165114BreastIDCmaintenance of location in cell37/1434214/187232.39e-069.35e-0537
GO:001033211BreastIDCresponse to gamma radiation16/143456/187232.84e-061.08e-0416
GO:005090011BreastIDCleukocyte migration54/1434369/187233.10e-061.15e-0454
GO:009752911BreastIDCmyeloid leukocyte migration37/1434220/187234.65e-061.62e-0437
GO:003059511BreastIDCleukocyte chemotaxis38/1434230/187235.36e-061.76e-0438
GO:001021213BreastIDCresponse to ionizing radiation28/1434148/187236.85e-062.09e-0428
GO:000931412BreastIDCresponse to radiation62/1434456/187236.91e-062.10e-0462
GO:003059311BreastIDCneutrophil chemotaxis22/1434103/187238.82e-062.50e-0422
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:006032611BreastIDCcell chemotaxis46/1434310/187231.13e-053.08e-0446
GO:003460513BreastIDCcellular response to heat17/143469/187231.26e-053.29e-0417
GO:009753011BreastIDCgranulocyte migration27/1434148/187231.98e-054.88e-0427
GO:003166714BreastIDCresponse to nutrient levels62/1434474/187232.33e-055.57e-0462
GO:000961211BreastIDCresponse to mechanical stimulus34/1434216/187234.59e-051.03e-0334
GO:001973011BreastIDCantimicrobial humoral response23/1434122/187234.67e-051.04e-0323
GO:199026611BreastIDCneutrophil migration23/1434122/187234.67e-051.04e-0323
GO:000758412BreastIDCresponse to nutrient29/1434174/187235.69e-051.20e-0329
GO:000940912BreastIDCresponse to cold13/143449/187235.70e-051.20e-0313
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0517144BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0516941BreastDCISEpstein-Barr virus infection46/846202/84655.60e-081.13e-068.33e-0746
hsa0517154BreastDCISCoronavirus disease - COVID-1986/846232/84652.42e-291.56e-271.15e-2786
hsa0516951BreastDCISEpstein-Barr virus infection46/846202/84655.60e-081.13e-068.33e-0746
hsa0517120CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa0516920CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa0465718CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0516414CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa04062CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa046686CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa05171110CervixCCCoronavirus disease - COVID-19111/1267232/84651.82e-335.90e-313.49e-31111
hsa05169110CervixCCEpstein-Barr virus infection57/1267202/84657.30e-077.39e-064.37e-0657
hsa0465719CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0516415CervixCCInfluenza A43/1267171/84653.03e-041.64e-039.68e-0443
hsa040621CervixCCChemokine signaling pathway43/1267192/84653.60e-031.34e-027.91e-0343
hsa0466813CervixCCTNF signaling pathway28/1267114/84654.60e-031.62e-029.59e-0328
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa05171211EsophagusESCCCoronavirus disease - COVID-19156/4205232/84653.18e-082.68e-071.37e-07156
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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
CXCL10ACKR1CXCL10_ACKR1CXCLBreastIDC
CXCL10CXCR3CXCL10_CXCR3CXCLBreastIDC
CXCL10ACKR1CXCL10_ACKR1CXCLCervixCC
CXCL10CXCR3CXCL10_CXCR3CXCLCervixCC
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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
CXCL10SNVMissense_Mutationc.82N>Ap.Val28Ilep.V28IP02778protein_codingtolerated(0.23)benign(0.003)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationc.275N>Tp.Glu92Valp.E92VP02778protein_codingdeleterious(0.02)benign(0.01)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationnovelc.140A>Cp.Lys47Thrp.K47TP02778protein_codingtolerated(0.05)benign(0.311)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationc.249N>Tp.Lys83Asnp.K83NP02778protein_codingdeleterious(0.03)benign(0.376)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationc.22A>Gp.Ile8Valp.I8VP02778protein_codingtolerated(0.48)benign(0.007)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationc.249N>Tp.Lys83Asnp.K83NP02778protein_codingdeleterious(0.03)benign(0.376)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationc.249N>Tp.Lys83Asnp.K83NP02778protein_codingdeleterious(0.03)benign(0.376)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationc.273G>Tp.Lys91Asnp.K91NP02778protein_codingtolerated(0.08)benign(0)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
CXCL10insertionFrame_Shift_Insnovelc.141dupAp.Leu48ThrfsTer2p.L48Tfs*2P02778protein_codingTCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CXCL10SNVMissense_Mutationc.101N>Tp.Ser34Ilep.S34IP02778protein_codingtolerated(0.14)benign(0.213)TCGA-L9-A7SV-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycisplatinCR
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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
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANERITONAVIRRITONAVIR11141242
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEpeginterferon alfa-2b
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEATROPINEATROPINE15315164
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEAnti-IP10
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEANTIBIOTICANTIBIOTIC10634213
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEATORVASTATINATORVASTATIN10559511
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEMDX-1100ELDELUMAB
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEBMS-936557ELDELUMAB
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEPLATELET FACTOR 47790818
3627CXCL10DRUGGABLE GENOME, EXTERNAL SIDE OF PLASMA MEMBRANEGM-CSFREGRAMOSTIM11591765
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