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: PCID2

Gene summary for PCID2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCID2

Gene ID

55795

Gene namePCI domain containing 2
Gene AliasF10
Cytomap13q34
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q5JVF3


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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
55795PCID2HTA11_99999965104_69814HumanColorectumMSS5.01e-138.03e-010.281
55795PCID2HTA11_99999971662_82457HumanColorectumMSS4.99e-137.49e-010.3859
55795PCID2A015-C-203HumanColorectumFAP1.02e-05-9.66e-02-0.1294
55795PCID2A001-C-119HumanColorectumFAP1.39e-04-2.97e-01-0.1557
55795PCID2A001-C-108HumanColorectumFAP2.07e-03-1.16e-01-0.0272
55795PCID2A002-C-205HumanColorectumFAP3.71e-07-2.45e-01-0.1236
55795PCID2A015-C-006HumanColorectumFAP8.41e-036.79e-02-0.0994
55795PCID2A002-C-114HumanColorectumFAP2.89e-05-2.26e-01-0.1561
55795PCID2A015-C-104HumanColorectumFAP1.69e-10-2.31e-01-0.1899
55795PCID2A002-C-116HumanColorectumFAP2.17e-07-1.94e-01-0.0452
55795PCID2A014-C-008HumanColorectumFAP3.37e-02-2.11e-01-0.191
55795PCID2A018-E-020HumanColorectumFAP5.16e-03-1.60e-01-0.2034
55795PCID2F034HumanColorectumFAP2.46e-02-8.74e-02-0.0665
55795PCID2LZE4THumanEsophagusESCC1.23e-082.62e-010.0811
55795PCID2LZE7THumanEsophagusESCC1.68e-054.40e-010.0667
55795PCID2LZE8THumanEsophagusESCC1.68e-072.08e-010.067
55795PCID2LZE24THumanEsophagusESCC3.68e-072.02e-010.0596
55795PCID2LZE6THumanEsophagusESCC6.15e-043.68e-010.0845
55795PCID2P1T-EHumanEsophagusESCC8.29e-052.39e-010.0875
55795PCID2P2T-EHumanEsophagusESCC6.70e-133.68e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:19033112ColorectumMSSregulation of mRNA metabolic process115/3467288/187231.23e-176.41e-15115
GO:00064012ColorectumMSSRNA catabolic process102/3467278/187235.07e-131.02e-10102
GO:00064022ColorectumMSSmRNA catabolic process89/3467232/187238.70e-131.60e-1089
GO:00442702ColorectumMSScellular nitrogen compound catabolic process141/3467451/187232.95e-113.83e-09141
GO:00467002ColorectumMSSheterocycle catabolic process139/3467445/187234.37e-115.05e-09139
GO:00346552ColorectumMSSnucleobase-containing compound catabolic process129/3467407/187237.48e-118.18e-09129
GO:00610132ColorectumMSSregulation of mRNA catabolic process66/3467166/187231.25e-101.26e-0866
GO:19013612ColorectumMSSorganic cyclic compound catabolic process148/3467495/187233.47e-103.18e-08148
GO:00434872ColorectumMSSregulation of RNA stability66/3467170/187234.14e-103.49e-0866
GO:00434882ColorectumMSSregulation of mRNA stability62/3467158/187238.41e-106.81e-0862
GO:00194392ColorectumMSSaromatic compound catabolic process140/3467467/187238.56e-106.85e-08140
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:00064032ColorectumMSSRNA localization69/3467201/187236.33e-083.26e-0669
GO:00525472ColorectumMSSregulation of peptidase activity130/3467461/187231.81e-078.13e-06130
GO:00106392ColorectumMSSnegative regulation of organelle organization102/3467348/187235.36e-072.05e-05102
GO:00009561ColorectumMSSnuclear-transcribed mRNA catabolic process42/3467112/187231.75e-065.60e-0542
GO:00159312ColorectumMSSnucleobase-containing compound transport70/3467222/187231.92e-066.01e-0570
GO:20001162ColorectumMSSregulation of cysteine-type endopeptidase activity72/3467235/187234.39e-061.24e-0472
GO:00512362ColorectumMSSestablishment of RNA localization55/3467166/187234.54e-061.27e-0455
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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
PCID2SNVMissense_Mutationc.509N>Cp.Arg170Prop.R170PQ5JVF3protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PCID2SNVMissense_Mutationrs750326771c.301A>Gp.Arg101Glyp.R101GQ5JVF3protein_codingtolerated(0.09)benign(0)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PCID2SNVMissense_Mutationc.419N>Tp.Ser140Leup.S140LQ5JVF3protein_codingtolerated(0.44)benign(0)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PCID2SNVMissense_Mutationc.331G>Cp.Glu111Glnp.E111QQ5JVF3protein_codingtolerated(0.42)benign(0)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PCID2insertionNonsense_Mutationnovelc.1295_1296insTCCCAAGTAGCTGGGAGCACAGGTGCATGCCACCACACCCAp.His433ProfsTer3p.H433Pfs*3Q5JVF3protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PCID2insertionIn_Frame_Insnovelc.1027_1028insTACCACATTTCATCAp.Gly343delinsValProHisPheIleSerp.G343delinsVPHFISQ5JVF3protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PCID2SNVMissense_Mutationnovelc.814C>Tp.Arg272Cysp.R272CQ5JVF3protein_codingdeleterious(0.05)possibly_damaging(0.854)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCID2SNVMissense_Mutationrs768260894c.497C>Tp.Ala166Valp.A166VQ5JVF3protein_codingtolerated(0.27)benign(0.038)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCID2SNVMissense_Mutationc.912N>Ap.Met304Ilep.M304IQ5JVF3protein_codingdeleterious(0.04)benign(0.015)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCID2SNVMissense_Mutationc.811N>Ap.Gly271Argp.G271RQ5JVF3protein_codingdeleterious(0)probably_damaging(1)TCGA-4T-AA8H-01Colorectumcolon adenocarcinomaFemale<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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