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: PIH1D1

Gene summary for PIH1D1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIH1D1

Gene ID

55011

Gene namePIH1 domain containing 1
Gene AliasDNAAF14
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0000491

UniProtAcc

Q9NWS0


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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
55011PIH1D1HTA11_3410_2000001011HumanColorectumAD2.81e-021.63e-010.0155
55011PIH1D1HTA11_2487_2000001011HumanColorectumSER6.40e-094.48e-01-0.1808
55011PIH1D1HTA11_1938_2000001011HumanColorectumAD7.75e-064.80e-01-0.0811
55011PIH1D1HTA11_347_2000001011HumanColorectumAD8.39e-124.00e-01-0.1954
55011PIH1D1HTA11_3361_2000001011HumanColorectumAD6.08e-064.73e-01-0.1207
55011PIH1D1HTA11_83_2000001011HumanColorectumSER2.77e-034.23e-01-0.1526
55011PIH1D1HTA11_696_2000001011HumanColorectumAD1.57e-165.10e-01-0.1464
55011PIH1D1HTA11_866_2000001011HumanColorectumAD1.28e-062.98e-01-0.1001
55011PIH1D1HTA11_1391_2000001011HumanColorectumAD1.81e-197.36e-01-0.059
55011PIH1D1HTA11_2992_2000001011HumanColorectumSER5.19e-076.13e-01-0.1706
55011PIH1D1HTA11_546_2000001011HumanColorectumAD6.93e-075.61e-01-0.0842
55011PIH1D1HTA11_7862_2000001011HumanColorectumAD6.56e-034.18e-01-0.0179
55011PIH1D1HTA11_866_3004761011HumanColorectumAD8.22e-124.90e-010.096
55011PIH1D1HTA11_4255_2000001011HumanColorectumSER5.78e-044.74e-010.0446
55011PIH1D1HTA11_8622_2000001021HumanColorectumSER1.28e-024.45e-010.0528
55011PIH1D1HTA11_6801_2000001011HumanColorectumSER1.76e-023.78e-010.0171
55011PIH1D1HTA11_7696_3000711011HumanColorectumAD8.90e-256.13e-010.0674
55011PIH1D1HTA11_6818_2000001021HumanColorectumAD1.89e-125.02e-010.0588
55011PIH1D1HTA11_99999970781_79442HumanColorectumMSS1.54e-255.91e-010.294
55011PIH1D1HTA11_99999965062_69753HumanColorectumMSI-H4.51e-068.99e-010.3487
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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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0022618ColorectumADribonucleoprotein complex assembly92/3918220/187231.49e-122.60e-1092
GO:0071826ColorectumADribonucleoprotein complex subunit organization94/3918227/187231.70e-122.87e-1094
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:2001233ColorectumADregulation of apoptotic signaling pathway119/3918356/187232.14e-081.21e-06119
GO:0009743ColorectumADresponse to carbohydrate86/3918253/187238.43e-072.90e-0586
GO:0006403ColorectumADRNA localization71/3918201/187231.54e-064.76e-0571
GO:0043281ColorectumADregulation of cysteine-type endopeptidase activity involved in apoptotic process72/3918209/187233.70e-061.03e-0472
GO:2000116ColorectumADregulation of cysteine-type endopeptidase activity79/3918235/187233.74e-061.03e-0479
GO:0052547ColorectumADregulation of peptidase activity137/3918461/187234.12e-061.12e-04137
GO:0034284ColorectumADresponse to monosaccharide76/3918225/187234.64e-061.23e-0476
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0009746ColorectumADresponse to hexose73/3918219/187231.20e-052.65e-0473
GO:0009749ColorectumADresponse to glucose71/3918212/187231.31e-052.85e-0471
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:2001234ColorectumADnegative regulation of apoptotic signaling pathway74/3918224/187231.49e-053.18e-0474
GO:0001678ColorectumADcellular glucose homeostasis60/3918172/187231.49e-053.18e-0460
GO:0045861ColorectumADnegative regulation of proteolysis106/3918351/187232.33e-054.57e-04106
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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
PIH1D1SNVMissense_Mutationnovelc.307N>Gp.Leu103Valp.L103VQ9NWS0protein_codingdeleterious(0.01)possibly_damaging(0.833)TCGA-B6-A40C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapycyclophosphamideSD
PIH1D1SNVMissense_Mutationnovelc.311N>Tp.Gly104Valp.G104VQ9NWS0protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIH1D1SNVMissense_Mutationnovelc.356N>Ap.Ala119Aspp.A119DQ9NWS0protein_codingdeleterious(0)probably_damaging(0.986)TCGA-BH-A8FZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIH1D1SNVMissense_Mutationc.100G>Ap.Glu34Lysp.E34KQ9NWS0protein_codingtolerated(0.22)benign(0.012)TCGA-A6-2675-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PIH1D1SNVMissense_Mutationc.680N>Ap.Pro227Hisp.P227HQ9NWS0protein_codingdeleterious(0)possibly_damaging(0.889)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PIH1D1SNVMissense_Mutationrs564302977c.235N>Ap.Ala79Thrp.A79TQ9NWS0protein_codingtolerated(0.18)benign(0.014)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PIH1D1SNVMissense_Mutationrs748132366c.851N>Tp.Pro284Leup.P284LQ9NWS0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PIH1D1SNVMissense_Mutationnovelc.361N>Ap.Asp121Asnp.D121NQ9NWS0protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PIH1D1SNVMissense_Mutationrs745816366c.667N>Ap.Glu223Lysp.E223KQ9NWS0protein_codingdeleterious(0.05)probably_damaging(0.995)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
PIH1D1SNVMissense_Mutationnovelc.838A>Cp.Met280Leup.M280LQ9NWS0protein_codingtolerated(0.52)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<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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