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: HLCS

Gene summary for HLCS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HLCS

Gene ID

3141

Gene nameholocarboxylase synthetase
Gene AliasHCS
Cytomap21q22.13
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

P50747


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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
3141HLCSCCI_1HumanCervixCC1.87e-025.08e-010.528
3141HLCSCCI_2HumanCervixCC1.27e-111.01e+000.5249
3141HLCSCCI_3HumanCervixCC4.58e-168.86e-010.516
3141HLCSA015-C-203HumanColorectumFAP1.65e-18-4.01e-01-0.1294
3141HLCSA014-C-040HumanColorectumFAP3.66e-05-5.67e-01-0.1184
3141HLCSA002-C-201HumanColorectumFAP2.85e-04-2.04e-010.0324
3141HLCSA001-C-108HumanColorectumFAP2.49e-08-1.38e-01-0.0272
3141HLCSA002-C-205HumanColorectumFAP7.96e-10-3.11e-01-0.1236
3141HLCSA015-C-005HumanColorectumFAP3.49e-03-3.64e-01-0.0336
3141HLCSA015-C-006HumanColorectumFAP6.51e-07-3.42e-01-0.0994
3141HLCSA015-C-106HumanColorectumFAP2.97e-07-2.79e-01-0.0511
3141HLCSA002-C-114HumanColorectumFAP3.57e-08-3.44e-01-0.1561
3141HLCSA015-C-104HumanColorectumFAP1.55e-22-4.31e-01-0.1899
3141HLCSA001-C-014HumanColorectumFAP1.81e-08-3.04e-010.0135
3141HLCSA002-C-016HumanColorectumFAP1.70e-17-2.95e-010.0521
3141HLCSA015-C-002HumanColorectumFAP8.29e-05-3.21e-01-0.0763
3141HLCSA001-C-203HumanColorectumFAP8.52e-04-1.30e-01-0.0481
3141HLCSA002-C-116HumanColorectumFAP2.79e-18-3.36e-01-0.0452
3141HLCSA014-C-008HumanColorectumFAP1.04e-06-4.18e-01-0.191
3141HLCSA018-E-020HumanColorectumFAP9.33e-10-3.90e-01-0.2034
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:003166710CervixCCresponse to nutrient levels92/2311474/187235.80e-061.42e-0492
GO:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00075846CervixCCresponse to nutrient33/2311174/187237.65e-034.07e-0233
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00316673ColorectumFAPresponse to nutrient levels95/2622474/187231.59e-042.43e-0395
GO:00165702ColorectumCRChistone modification75/2078463/187234.95e-047.06e-0375
GO:00165704LungIAChistone modification93/2061463/187235.41e-098.03e-0793
GO:00316678LungIACresponse to nutrient levels76/2061474/187234.87e-047.08e-0376
GO:001657012LungAIShistone modification81/1849463/187232.30e-072.16e-0581
GO:003166713LungAISresponse to nutrient levels64/1849474/187236.13e-034.98e-0264
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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
HLCSSNVMissense_Mutationrs751093392c.835N>Ap.Glu279Lysp.E279KP50747protein_codingdeleterious(0.04)benign(0.122)TCGA-BH-A0W4-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HLCSSNVMissense_Mutationc.703G>Ap.Ala235Thrp.A235TP50747protein_codingtolerated(0.63)benign(0.003)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HLCSinsertionFrame_Shift_Insnovelc.259_260insTp.Gly87ValfsTer4p.G87Vfs*4P50747protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HLCSinsertionIn_Frame_Insnovelc.258_259insTTGTCCACCGGAGAGGAGAGGTACACATTTAGGp.Ala86_Gly87insLeuSerThrGlyGluGluArgTyrThrPheArgp.A86_G87insLSTGEERYTFRP50747protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HLCSdeletionFrame_Shift_Delnovelc.1242delNp.Lys414AsnfsTer17p.K414Nfs*17P50747protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
HLCSSNVMissense_Mutationc.1084N>Ap.Glu362Lysp.E362KP50747protein_codingdeleterious(0.02)benign(0.075)TCGA-C5-A1M7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HLCSSNVMissense_Mutationrs149399432c.1900G>Ap.Asp634Asnp.D634NP50747protein_codingdeleterious(0.01)probably_damaging(0.922)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
HLCSSNVMissense_Mutationc.1833C>Gp.Ile611Metp.I611MP50747protein_codingdeleterious(0)benign(0.428)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
HLCSSNVMissense_Mutationrs200629955c.886G>Ap.Val296Ilep.V296IP50747protein_codingtolerated(0.21)benign(0)TCGA-VS-A8EB-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownPD
HLCSSNVMissense_Mutationrs543256742c.1774N>Ap.Glu592Lysp.E592KP50747protein_codingtolerated(0.35)benign(0.253)TCGA-VS-A8QA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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