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: HCST

Gene summary for HCST

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HCST

Gene ID

10870

Gene namehematopoietic cell signal transducer
Gene AliasDAP10
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q9UBK5


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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
10870HCSTCA_HPV_1HumanCervixCC1.77e-125.05e-010.0264
10870HCSTHSIL_HPV_1HumanCervixHSIL_HPV3.01e-033.80e-010.0116
10870HCSTN_HPV_2HumanCervixN_HPV1.06e-094.07e-01-0.0131
10870HCSTCCI_1HumanCervixCC2.41e-04-5.23e-010.528
10870HCSTCCI_2HumanCervixCC7.57e-04-5.23e-010.5249
10870HCSTCCI_3HumanCervixCC2.37e-06-5.23e-010.516
10870HCSTCCII_1HumanCervixCC4.21e-07-5.12e-010.3249
10870HCSTTumorHumanCervixCC3.10e-23-5.13e-010.1241
10870HCSTsample1HumanCervixCC1.28e-07-5.23e-010.0959
10870HCSTsample3HumanCervixCC7.70e-21-5.04e-010.1387
10870HCSTH2HumanCervixHSIL_HPV2.33e-14-4.58e-010.0632
10870HCSTL1HumanCervixCC5.59e-03-3.29e-010.0802
10870HCSTT1HumanCervixCC1.67e-11-4.89e-010.0918
10870HCSTT3HumanCervixCC6.67e-22-5.16e-010.1389
10870HCSTLZE4THumanEsophagusESCC1.12e-115.56e-010.0811
10870HCSTLZE7THumanEsophagusESCC1.44e-055.70e-010.0667
10870HCSTLZE8THumanEsophagusESCC4.94e-033.25e-010.067
10870HCSTLZE22D1HumanEsophagusHGIN8.67e-033.05e-010.0595
10870HCSTLZE6THumanEsophagusESCC4.51e-181.06e+000.0845
10870HCSTC21HumanOral cavityOSCC1.02e-268.41e-010.2678
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0014065CervixCCphosphatidylinositol 3-kinase signaling28/2311144/187239.50e-034.72e-0228
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04650Oral cavityEOLPNatural killer cell mediated cytotoxicity38/1218132/84651.26e-057.01e-054.13e-0538
hsa046501Oral cavityEOLPNatural killer cell mediated cytotoxicity38/1218132/84651.26e-057.01e-054.13e-0538
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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
ULBP1KLRK1_HCSTULBP1_KLRK1_HCSTNKG2DCervixADJ
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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
HCSTSNVMissense_Mutationnovelc.274A>Gp.Arg92Glyp.R92GQ9UBK5protein_codingdeleterious_low_confidence(0)probably_damaging(0.969)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HCSTSNVMissense_Mutationc.101N>Ap.Gly34Aspp.G34DQ9UBK5protein_codingtolerated_low_confidence(0.81)benign(0.007)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HCSTSNVMissense_Mutationc.110N>Ap.Gly37Aspp.G37DQ9UBK5protein_codingdeleterious_low_confidence(0)probably_damaging(0.958)TCGA-44-7669-01Lunglung adenocarcinomaMale<65I/IIChemotherapyalimtaPD
HCSTSNVMissense_Mutationc.178G>Ap.Ala60Thrp.A60TQ9UBK5protein_codingdeleterious_low_confidence(0.02)benign(0)TCGA-HU-A4GN-01Stomachstomach adenocarcinomaMale<65I/IIChemotherapymitomycinPD
HCSTSNVMissense_Mutationrs759213775c.152N>Tp.Ala51Valp.A51VQ9UBK5protein_codingtolerated_low_confidence(0.37)benign(0.031)TCGA-EL-A4K7-01Thyroidthyroid carcinomaMale>=65III/IVUnknownUnknownSD
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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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