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: CARHSP1

Gene summary for CARHSP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CARHSP1

Gene ID

23589

Gene namecalcium regulated heat stable protein 1
Gene AliasCRHSP-24
Cytomap16p13.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q9Y2V2


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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
23589CARHSP1GSM4909280HumanBreastPrecancer2.26e-02-6.95e-010.0305
23589CARHSP1GSM4909281HumanBreastIDC2.20e-12-3.39e-010.21
23589CARHSP1GSM4909282HumanBreastIDC2.35e-052.99e-01-0.0288
23589CARHSP1GSM4909285HumanBreastIDC7.55e-25-6.17e-010.21
23589CARHSP1GSM4909286HumanBreastIDC4.64e-26-6.84e-010.1081
23589CARHSP1GSM4909290HumanBreastIDC6.64e-08-4.40e-010.2096
23589CARHSP1GSM4909291HumanBreastIDC1.05e-02-3.74e-010.1753
23589CARHSP1GSM4909292HumanBreastIDC4.37e-04-8.38e-010.1236
23589CARHSP1GSM4909293HumanBreastIDC3.58e-20-5.83e-010.1581
23589CARHSP1GSM4909294HumanBreastIDC1.12e-12-6.31e-010.2022
23589CARHSP1GSM4909295HumanBreastIDC3.23e-06-4.46e-010.0898
23589CARHSP1GSM4909296HumanBreastIDC2.26e-16-6.20e-010.1524
23589CARHSP1GSM4909297HumanBreastIDC4.69e-24-6.93e-010.1517
23589CARHSP1GSM4909298HumanBreastIDC1.76e-17-4.67e-010.1551
23589CARHSP1GSM4909299HumanBreastIDC1.30e-12-4.78e-010.035
23589CARHSP1GSM4909301HumanBreastIDC3.58e-05-3.16e-010.1577
23589CARHSP1GSM4909302HumanBreastIDC3.79e-09-5.02e-010.1545
23589CARHSP1GSM4909303HumanBreastIDC1.41e-03-5.96e-010.0438
23589CARHSP1GSM4909304HumanBreastIDC1.49e-13-4.17e-010.1636
23589CARHSP1GSM4909305HumanBreastIDC2.72e-08-3.31e-010.0436
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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:19033114ColorectumFAPregulation of mRNA metabolic process97/2622288/187231.35e-174.13e-1497
GO:00610134ColorectumFAPregulation of mRNA catabolic process54/2622166/187238.64e-101.96e-0754
GO:00064024ColorectumFAPmRNA catabolic process68/2622232/187239.87e-102.16e-0768
GO:00064014ColorectumFAPRNA catabolic process77/2622278/187231.42e-092.77e-0777
GO:00434874ColorectumFAPregulation of RNA stability53/2622170/187236.61e-091.00e-0653
GO:00434884ColorectumFAPregulation of mRNA stability50/2622158/187231.01e-081.27e-0650
GO:00442704ColorectumFAPcellular nitrogen compound catabolic process101/2622451/187237.42e-073.44e-05101
GO:00346554ColorectumFAPnucleobase-containing compound catabolic process92/2622407/187231.50e-066.49e-0592
GO:00467004ColorectumFAPheterocycle catabolic process98/2622445/187232.36e-069.21e-0598
GO:00194394ColorectumFAParomatic compound catabolic process100/2622467/187236.75e-062.08e-04100
GO:19013614ColorectumFAPorganic cyclic compound catabolic process101/2622495/187234.87e-059.93e-04101
GO:190331110EndometriumAEHregulation of mRNA metabolic process77/2100288/187231.69e-134.40e-1177
GO:000640210EndometriumAEHmRNA catabolic process59/2100232/187239.51e-108.52e-0859
GO:000640110EndometriumAEHRNA catabolic process63/2100278/187233.28e-081.87e-0663
GO:006101310EndometriumAEHregulation of mRNA catabolic process39/2100166/187235.21e-061.33e-0439
GO:004348810EndometriumAEHregulation of mRNA stability37/2100158/187239.73e-062.24e-0437
GO:003465510EndometriumAEHnucleobase-containing compound catabolic process74/2100407/187231.78e-053.65e-0474
GO:004427010EndometriumAEHcellular nitrogen compound catabolic process80/2100451/187232.09e-054.13e-0480
GO:00467009EndometriumAEHheterocycle catabolic process79/2100445/187232.27e-054.35e-0479
GO:004348710EndometriumAEHregulation of RNA stability38/2100170/187232.30e-054.38e-0438
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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
CARHSP1SNVMissense_Mutationrs201523233c.316N>Ap.Glu106Lysp.E106KQ9Y2V2protein_codingdeleterious(0.03)possibly_damaging(0.58)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CARHSP1SNVMissense_Mutationrs770141066c.73N>Tp.Arg25Trpp.R25WQ9Y2V2protein_codingtolerated(0.07)possibly_damaging(0.652)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CARHSP1SNVMissense_Mutationrs368130205c.79N>Tp.Arg27Cysp.R27CQ9Y2V2protein_codingdeleterious(0)benign(0.18)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CARHSP1deletionFrame_Shift_Delc.258delCp.Asp87ThrfsTer140p.D87Tfs*140Q9Y2V2protein_codingTCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CARHSP1SNVMissense_Mutationrs201523233c.316N>Ap.Glu106Lysp.E106KQ9Y2V2protein_codingdeleterious(0.03)possibly_damaging(0.58)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
CARHSP1SNVMissense_Mutationc.281N>Cp.Asp94Alap.D94AQ9Y2V2protein_codingdeleterious(0)probably_damaging(1)TCGA-D1-A17D-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
CARHSP1SNVMissense_Mutationrs201523233c.316N>Ap.Glu106Lysp.E106KQ9Y2V2protein_codingdeleterious(0.03)possibly_damaging(0.58)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CARHSP1SNVMissense_Mutationc.8N>Gp.Ser3Cysp.S3CQ9Y2V2protein_codingdeleterious_low_confidence(0)benign(0.358)TCGA-18-4083-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinSD
CARHSP1deletionFrame_Shift_Delnovelc.296_299delNNNNp.Tyr99SerfsTer127p.Y99Sfs*127Q9Y2V2protein_codingTCGA-TP-A8TT-01Prostateprostate adenocarcinomaMale<657UnknownUnknownSD
CARHSP1SNVMissense_Mutationrs201523233c.316N>Ap.Glu106Lysp.E106KQ9Y2V2protein_codingdeleterious(0.03)possibly_damaging(0.58)TCGA-BR-4371-01Stomachstomach 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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