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: PQLC3

Gene summary for PQLC3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PQLC3

Gene ID

130814

Gene namesolute carrier family 66 member 3
Gene AliasC2orf22
Cytomap2p25.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q8N755


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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
130814PQLC3P75T-EHumanEsophagusESCC1.53e-193.99e-010.1125
130814PQLC3P76T-EHumanEsophagusESCC4.75e-102.52e-010.1207
130814PQLC3P79T-EHumanEsophagusESCC3.92e-163.45e-010.1154
130814PQLC3P80T-EHumanEsophagusESCC1.56e-401.19e+000.155
130814PQLC3P82T-EHumanEsophagusESCC2.45e-137.56e-010.1072
130814PQLC3P83T-EHumanEsophagusESCC1.39e-216.25e-010.1738
130814PQLC3P84T-EHumanEsophagusESCC9.09e-063.58e-010.0933
130814PQLC3P89T-EHumanEsophagusESCC2.27e-066.91e-010.1752
130814PQLC3P91T-EHumanEsophagusESCC3.27e-067.77e-010.1828
130814PQLC3P107T-EHumanEsophagusESCC3.07e-215.04e-010.171
130814PQLC3P127T-EHumanEsophagusESCC5.06e-082.08e-010.0826
130814PQLC3P128T-EHumanEsophagusESCC1.23e-125.11e-010.1241
130814PQLC3P130T-EHumanEsophagusESCC1.03e-571.17e+000.1676
130814PQLC3S43HumanLiverCirrhotic9.14e-03-1.29e-01-0.0187
130814PQLC3HCC1_MengHumanLiverHCC5.54e-29-3.59e-020.0246
130814PQLC3HCC2_MengHumanLiverHCC3.70e-299.57e-020.0107
130814PQLC3cirrhotic1HumanLiverCirrhotic1.47e-035.48e-020.0202
130814PQLC3cirrhotic2HumanLiverCirrhotic4.63e-039.23e-020.0201
130814PQLC3HCC1HumanLiverHCC1.97e-041.18e+000.5336
130814PQLC3Pt13.bHumanLiverHCC2.84e-023.22e-020.0251
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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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
PQLC3SNVMissense_Mutationrs772145693c.316A>Gp.Ile106Valp.I106VQ8N755protein_codingtolerated(0.91)benign(0)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PQLC3SNVMissense_Mutationrs761512561c.337N>Gp.Ile113Valp.I113VQ8N755protein_codingtolerated(0.22)benign(0.007)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
PQLC3SNVMissense_Mutationnovelc.520C>Ap.Leu174Ilep.L174IQ8N755protein_codingdeleterious(0.02)benign(0.189)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PQLC3SNVMissense_Mutationnovelc.350N>Gp.Ala117Glyp.A117GQ8N755protein_codingtolerated(0.07)benign(0.354)TCGA-AG-3896-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PQLC3SNVMissense_Mutationnovelc.343N>Tp.Asp115Tyrp.D115YQ8N755protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PQLC3SNVMissense_Mutationc.369C>Ap.Phe123Leup.F123LQ8N755protein_codingtolerated(1)benign(0)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PQLC3SNVMissense_Mutationrs140598852c.160N>Tp.Arg54Trpp.R54WQ8N755protein_codingdeleterious(0.02)probably_damaging(0.988)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PQLC3SNVMissense_Mutationnovelc.436A>Gp.Ser146Glyp.S146GQ8N755protein_codingdeleterious(0)probably_damaging(0.989)TCGA-B5-A0JU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PQLC3SNVMissense_Mutationnovelc.308C>Ap.Ser103Tyrp.S103YQ8N755protein_codingdeleterious(0.01)possibly_damaging(0.541)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PQLC3SNVMissense_Mutationrs138558048c.577C>Tp.Arg193Cysp.R193CQ8N755protein_codingtolerated(0.1)possibly_damaging(0.549)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<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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