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: HDC

Gene summary for HDC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HDC

Gene ID

3067

Gene namehistidine decarboxylase
Gene AliasHDC
Cytomap15q21.2
Gene Typeprotein-coding
GO ID

GO:0001692

UniProtAcc

P19113


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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
3067HDCCA_HPV_1HumanCervixCC1.90e-14-4.60e-010.0264
3067HDCHSIL_HPV_2HumanCervixHSIL_HPV1.66e-043.33e-020.0208
3067HDCN_HPV_2HumanCervixN_HPV1.76e-02-3.56e-01-0.0131
3067HDCCCI_1HumanCervixCC2.11e-03-5.60e-010.528
3067HDCCCI_2HumanCervixCC5.80e-03-5.60e-010.5249
3067HDCCCI_3HumanCervixCC3.56e-05-5.60e-010.516
3067HDCCCII_1HumanCervixCC6.78e-08-5.60e-010.3249
3067HDCTumorHumanCervixCC2.52e-20-5.60e-010.1241
3067HDCsample1HumanCervixCC2.70e-06-5.60e-010.0959
3067HDCsample3HumanCervixCC4.65e-21-5.60e-010.1387
3067HDCH2HumanCervixHSIL_HPV1.62e-17-5.49e-010.0632
3067HDCL1HumanCervixCC7.67e-09-5.60e-010.0802
3067HDCT1HumanCervixCC8.70e-16-5.60e-010.0918
3067HDCT2HumanCervixCC1.07e-02-5.60e-010.0709
3067HDCT3HumanCervixCC3.12e-19-5.60e-010.1389
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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
∗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:00714273Oral cavityOSCCmRNA-containing ribonucleoprotein complex export from nucleus45/730559/187236.19e-091.31e-0745
GO:001095019Oral cavityOSCCpositive regulation of endopeptidase activity107/7305179/187231.38e-082.78e-07107
GO:00311232Oral cavityOSCCRNA 3'-end processing75/7305116/187231.93e-083.79e-0775
GO:00315034Oral cavityOSCCprotein-containing complex localization123/7305220/187232.54e-074.00e-06123
GO:00063782Oral cavityOSCCmRNA polyadenylation34/730544/187232.63e-074.10e-0634
GO:200105618Oral cavityOSCCpositive regulation of cysteine-type endopeptidase activity88/7305148/187233.59e-075.40e-0688
GO:00314403Oral cavityOSCCregulation of mRNA 3'-end processing24/730528/187234.78e-077.04e-0624
GO:003286916Oral cavityOSCCcellular response to insulin stimulus114/7305203/187235.07e-077.41e-06114
GO:004328018Oral cavityOSCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process78/7305129/187236.35e-079.03e-0678
GO:00436312Oral cavityOSCCRNA polyadenylation34/730545/187236.73e-079.53e-0634
GO:000038016Oral cavityOSCCalternative mRNA splicing, via spliceosome51/730577/187231.19e-061.59e-0551
GO:007137510Oral cavityOSCCcellular response to peptide hormone stimulus153/7305290/187231.23e-061.63e-05153
GO:004343419Oral cavityOSCCresponse to peptide hormone208/7305414/187231.83e-062.35e-05208
GO:003286816Oral cavityOSCCresponse to insulin138/7305264/187237.54e-068.15e-05138
GO:00090627Oral cavityOSCCfatty acid catabolic process59/7305100/187233.99e-053.48e-0459
GO:00069196Oral cavityOSCCactivation of cysteine-type endopeptidase activity involved in apoptotic process47/730578/187231.16e-048.42e-0447
GO:000038116Oral cavityOSCCregulation of alternative mRNA splicing, via spliceosome38/730560/187231.17e-048.46e-0438
GO:00400294Oral cavityOSCCregulation of gene expression, epigenetic59/7305105/187232.62e-041.68e-0359
GO:00066317Oral cavityOSCCfatty acid metabolic process186/7305390/187232.65e-041.69e-03186
GO:00723296Oral cavityOSCCmonocarboxylic acid catabolic process66/7305122/187235.02e-042.95e-0366
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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
HDCSNVMissense_Mutationrs370153946c.1073N>Tp.Arg358Leup.R358LP19113protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A1HI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
HDCSNVMissense_Mutationc.611C>Gp.Ser204Cysp.S204CP19113protein_codingtolerated(0.11)probably_damaging(0.99)TCGA-C5-A1BF-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HDCSNVMissense_Mutationrs749851294c.1234N>Tp.Arg412Cysp.R412CP19113protein_codingtolerated(0.07)probably_damaging(0.942)TCGA-EA-A411-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HDCSNVMissense_Mutationnovelc.1902N>Gp.Ile634Metp.I634MP19113protein_codingtolerated_low_confidence(0.08)benign(0.317)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HDCSNVMissense_Mutationnovelc.1825T>Gp.Ser609Alap.S609AP19113protein_codingtolerated_low_confidence(0.3)benign(0)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HDCSNVMissense_Mutationc.1292N>Ap.Gly431Aspp.G431DP19113protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
HDCSNVMissense_Mutationnovelc.688N>Ap.Glu230Lysp.E230KP19113protein_codingtolerated(0.14)benign(0.194)TCGA-AA-3818-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
HDCSNVMissense_Mutationrs777905414c.1748G>Ap.Arg583Hisp.R583HP19113protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HDCSNVMissense_Mutationc.469G>Tp.Ala157Serp.A157SP19113protein_codingtolerated(0.29)benign(0.292)TCGA-CK-6746-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HDCSNVMissense_Mutationc.487A>Cp.Lys163Glnp.K163QP19113protein_codingtolerated(0.08)probably_damaging(0.94)TCGA-CM-6680-01Colorectumcolon adenocarcinomaFemale>=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
3067HDCDRUGGABLE GENOME, ENZYMEBF-DERM1
3067HDCDRUGGABLE GENOME, ENZYMEinhibitor178101877
3067HDCDRUGGABLE GENOME, ENZYMELixivaptanLIXIVAPTAN
3067HDCDRUGGABLE GENOME, ENZYMEinhibitor178101826
3067HDCDRUGGABLE GENOME, ENZYMEOMEPRAZOLEOMEPRAZOLE8187977
3067HDCDRUGGABLE GENOME, ENZYMEALPHA-FMH
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