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:00325063LiverCirrhoticcytokinetic process21/463439/187239.13e-059.74e-0421
GO:00002812LiverCirrhoticmitotic cytokinesis32/463471/187231.48e-041.42e-0332
GO:19000782LiverCirrhoticpositive regulation of cellular response to insulin stimulus15/463425/187231.88e-041.75e-0315
GO:00002454LiverCirrhoticspliceosomal complex assembly34/463479/187232.78e-042.46e-0334
GO:01400142LiverCirrhoticmitotic nuclear division97/4634287/187233.32e-042.87e-0397
GO:003025811LiverCirrhoticlipid modification75/4634212/187233.33e-042.87e-0375
GO:00009105LiverCirrhoticcytokinesis62/4634173/187237.13e-045.33e-0362
GO:0071166LiverCirrhoticribonucleoprotein complex localization32/463477/187238.65e-046.23e-0332
GO:00064052LiverCirrhoticRNA export from nucleus34/463484/187231.06e-037.40e-0334
GO:0031503LiverCirrhoticprotein-containing complex localization75/4634220/187231.13e-037.73e-0375
GO:0071426LiverCirrhoticribonucleoprotein complex export from nucleus31/463476/187231.49e-039.87e-0331
GO:00616402LiverCirrhoticcytoskeleton-dependent cytokinesis38/4634100/187232.22e-031.35e-0238
GO:0031440LiverCirrhoticregulation of mRNA 3'-end processing14/463428/187233.40e-031.89e-0214
GO:19000761LiverCirrhoticregulation of cellular response to insulin stimulus26/463464/187233.69e-032.03e-0226
GO:0031123LiverCirrhoticRNA 3'-end processing42/4634116/187233.85e-032.10e-0242
GO:0031124LiverCirrhoticmRNA 3'-end processing25/463462/187234.90e-032.56e-0225
GO:00063762LiverCirrhoticmRNA splice site selection20/463449/187239.60e-034.35e-0220
GO:00064062LiverCirrhoticmRNA export from nucleus23/463459/187231.08e-024.77e-0223
GO:00714272LiverCirrhoticmRNA-containing ribonucleoprotein complex export from nucleus23/463459/187231.08e-024.77e-0223
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
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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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