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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:00064588BreastPrecancer'de novo' protein folding16/108043/187238.14e-106.92e-0816
GO:00003029BreastPrecancerresponse to reactive oxygen species38/1080222/187231.47e-091.23e-0738
GO:00069869BreastPrecancerresponse to unfolded protein28/1080137/187233.81e-093.00e-0728
GO:00709979BreastPrecancerneuron death50/1080361/187237.75e-095.70e-0750
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:00319608BreastPrecancerresponse to corticosteroid30/1080167/187232.50e-081.65e-0630
GO:00514029BreastPrecancerneuron apoptotic process38/1080246/187232.68e-081.75e-0638
GO:00359669BreastPrecancerresponse to topologically incorrect protein29/1080159/187233.00e-081.89e-0629
GO:00109529BreastPrecancerpositive regulation of peptidase activity33/1080197/187233.01e-081.89e-0633
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 

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
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 

Top

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
Page: 1