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: HSPD1

Gene summary for HSPD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSPD1

Gene ID

3329

Gene nameheat shock protein family D (Hsp60) member 1
Gene AliasCPN60
Cytomap2q33.1
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

A0A024R3X4


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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
3329HSPD1GSM4909277HumanBreastPrecancer1.18e-107.81e-010.0177
3329HSPD1GSM4909282HumanBreastIDC4.45e-03-3.90e-01-0.0288
3329HSPD1GSM4909285HumanBreastIDC1.03e-082.95e-010.21
3329HSPD1GSM4909286HumanBreastIDC7.69e-12-3.01e-010.1081
3329HSPD1GSM4909293HumanBreastIDC5.99e-07-7.90e-020.1581
3329HSPD1GSM4909294HumanBreastIDC1.78e-024.15e-020.2022
3329HSPD1GSM4909296HumanBreastIDC3.49e-11-4.71e-010.1524
3329HSPD1GSM4909297HumanBreastIDC5.78e-17-3.79e-010.1517
3329HSPD1GSM4909298HumanBreastIDC4.14e-13-5.27e-010.1551
3329HSPD1GSM4909299HumanBreastIDC6.74e-07-3.67e-010.035
3329HSPD1GSM4909300HumanBreastIDC3.31e-02-4.32e-010.0334
3329HSPD1GSM4909301HumanBreastIDC2.22e-08-4.67e-010.1577
3329HSPD1GSM4909302HumanBreastIDC2.92e-10-5.04e-010.1545
3329HSPD1GSM4909306HumanBreastIDC1.67e-05-3.93e-010.1564
3329HSPD1GSM4909307HumanBreastIDC4.74e-13-5.50e-010.1569
3329HSPD1GSM4909308HumanBreastIDC7.15e-04-2.24e-010.158
3329HSPD1GSM4909309HumanBreastIDC2.12e-17-6.48e-010.0483
3329HSPD1GSM4909311HumanBreastIDC1.07e-41-8.00e-010.1534
3329HSPD1GSM4909312HumanBreastIDC1.11e-08-3.93e-010.1552
3329HSPD1GSM4909313HumanBreastIDC2.09e-18-6.72e-010.0391
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00508678SkinSCCISpositive regulation of cell activation34/919420/187233.02e-032.76e-0234
GO:0070585111SkinSCCISprotein localization to mitochondrion14/919125/187233.31e-032.97e-0214
GO:0031647112SkinSCCISregulation of protein stability26/919298/187233.35e-033.00e-0226
GO:0070482112SkinSCCISresponse to oxygen levels29/919347/187233.77e-033.27e-0229
GO:00028333SkinSCCISpositive regulation of response to biotic stimulus17/919168/187233.77e-033.27e-0217
GO:0051402111SkinSCCISneuron apoptotic process22/919246/187234.97e-034.04e-0222
GO:000271110SkinSCCISpositive regulation of T cell mediated immunity8/91956/187235.73e-034.46e-028
GO:0072655111SkinSCCISestablishment of protein localization to mitochondrion13/919120/187236.03e-034.63e-0213
GO:0006605112SkinSCCISprotein targeting26/919314/187236.62e-034.90e-0226
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:007259427SkincSCCestablishment of protein localization to organelle213/4864422/187231.40e-275.15e-25213
GO:000660527SkincSCCprotein targeting153/4864314/187232.62e-183.36e-16153
GO:003164729SkincSCCregulation of protein stability144/4864298/187236.51e-176.80e-15144
GO:0035966112SkincSCCresponse to topologically incorrect protein90/4864159/187232.26e-162.12e-1490
GO:004586229SkincSCCpositive regulation of proteolysis169/4864372/187232.43e-162.21e-14169
GO:000683927SkincSCCmitochondrial transport124/4864254/187233.54e-152.81e-13124
GO:007058525SkincSCCprotein localization to mitochondrion74/4864125/187233.95e-153.06e-1374
GO:0006986112SkincSCCresponse to unfolded protein78/4864137/187231.44e-141.03e-1278
GO:007265525SkincSCCestablishment of protein localization to mitochondrion71/4864120/187231.48e-141.04e-1271
GO:000662624SkincSCCprotein targeting to mitochondrion61/4864100/187231.53e-139.32e-1261
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513414BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0513415BreastPrecancerLegionellosis19/68457/84654.62e-089.12e-076.98e-0719
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0513422BreastIDCLegionellosis19/86757/84651.89e-063.07e-052.29e-0519
hsa0494014BreastIDCType I diabetes mellitus12/86743/84659.40e-047.28e-035.44e-0312
hsa0541724BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0301821BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0513432BreastIDCLegionellosis19/86757/84651.89e-063.07e-052.29e-0519
hsa0494015BreastIDCType I diabetes mellitus12/86743/84659.40e-047.28e-035.44e-0312
hsa0541734BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0301831BreastIDCRNA degradation16/86779/84655.65e-033.13e-022.34e-0216
hsa0513441BreastDCISLegionellosis19/84657/84651.30e-062.10e-051.55e-0519
hsa030184BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa0541744BreastDCISLipid and atherosclerosis34/846215/84654.50e-032.46e-021.82e-0234
hsa0513451BreastDCISLegionellosis19/84657/84651.30e-062.10e-051.55e-0519
hsa030185BreastDCISRNA degradation16/84679/84654.45e-032.46e-021.82e-0216
hsa0541754BreastDCISLipid and atherosclerosis34/846215/84654.50e-032.46e-021.82e-0234
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0494016CervixCCType I diabetes mellitus17/126743/84657.47e-055.04e-042.98e-0417
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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
HSPD1SNVMissense_Mutationc.829N>Ap.Asp277Asnp.D277NP10809protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HSPD1SNVMissense_Mutationc.390N>Tp.Lys130Asnp.K130NP10809protein_codingtolerated(0.63)benign(0.007)TCGA-AR-A0TW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinPD
HSPD1SNVMissense_Mutationc.1483N>Cp.Met495Leup.M495LP10809protein_codingtolerated(1)benign(0)TCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
HSPD1SNVMissense_Mutationc.1084G>Tp.Gly362Cysp.G362CP10809protein_codingdeleterious(0.02)probably_damaging(0.99)TCGA-C8-A12O-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HSPD1SNVMissense_Mutationc.460G>Ap.Glu154Lysp.E154KP10809protein_codingtolerated(0.2)benign(0.145)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
HSPD1SNVMissense_Mutationc.764N>Gp.Gln255Argp.Q255RP10809protein_codingdeleterious(0.02)benign(0.019)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
HSPD1SNVMissense_Mutationrs768557320c.1108N>Tp.Arg370Cysp.R370CP10809protein_codingtolerated(0.07)benign(0.009)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HSPD1SNVMissense_Mutationnovelc.115N>Gp.Leu39Valp.L39VP10809protein_codingtolerated(0.22)benign(0.206)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HSPD1SNVMissense_Mutationc.517N>Gp.Thr173Alap.T173AP10809protein_codingdeleterious(0.01)benign(0.099)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
HSPD1SNVMissense_Mutationrs751104797c.1178G>Ap.Arg393Glnp.R393QP10809protein_codingdeleterious(0.02)possibly_damaging(0.634)TCGA-CM-6171-01Colorectumcolon 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
3329HSPD1DRUGGABLE GENOME, ENZYME, CELL SURFACECETRORELIXCETRORELIX9805247
3329HSPD1DRUGGABLE GENOME, ENZYME, CELL SURFACEATORVASTATINATORVASTATIN15678257
3329HSPD1DRUGGABLE GENOME, ENZYME, CELL SURFACEDiaPep-277DIAPEP-277
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