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:19033118BreastPrecancerregulation of mRNA metabolic process38/1080288/187231.63e-065.97e-0538
GO:00064028BreastPrecancermRNA catabolic process31/1080232/187231.12e-052.93e-0431
GO:00064018BreastPrecancerRNA catabolic process34/1080278/187232.88e-056.39e-0434
GO:00346558BreastPrecancernucleobase-containing compound catabolic process42/1080407/187231.91e-043.06e-0342
GO:00467007BreastPrecancerheterocycle catabolic process44/1080445/187233.49e-044.88e-0344
GO:00442708BreastPrecancercellular nitrogen compound catabolic process44/1080451/187234.64e-046.12e-0344
GO:00194397BreastPrecanceraromatic compound catabolic process44/1080467/187239.55e-041.07e-0244
GO:19013617BreastPrecancerorganic cyclic compound catabolic process45/1080495/187231.73e-031.74e-0245
GO:00434888BreastPrecancerregulation of mRNA stability19/1080158/187231.92e-031.86e-0219
GO:00610138BreastPrecancerregulation of mRNA catabolic process19/1080166/187233.36e-032.83e-0219
GO:00434878BreastPrecancerregulation of RNA stability19/1080170/187234.38e-033.42e-0219
GO:190331113BreastIDCregulation of mRNA metabolic process40/1434288/187231.79e-043.01e-0340
GO:000640113BreastIDCRNA catabolic process38/1434278/187233.54e-045.16e-0338
GO:000640213BreastIDCmRNA catabolic process33/1434232/187234.12e-045.66e-0333
GO:190136112BreastIDCorganic cyclic compound catabolic process56/1434495/187232.12e-031.99e-0256
GO:004670012BreastIDCheterocycle catabolic process51/1434445/187232.51e-032.25e-0251
GO:003465513BreastIDCnucleobase-containing compound catabolic process47/1434407/187233.12e-032.63e-0247
GO:004427012BreastIDCcellular nitrogen compound catabolic process50/1434451/187235.29e-033.93e-0250
GO:001943912BreastIDCaromatic compound catabolic process51/1434467/187236.54e-034.59e-0251
GO:190331123BreastDCISregulation of mRNA metabolic process40/1390288/187239.26e-051.71e-0340
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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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