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: KDELR1

Gene summary for KDELR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KDELR1

Gene ID

10945

Gene nameKDEL endoplasmic reticulum protein retention receptor 1
Gene AliasERD2
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P24390


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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
10945KDELR1GSM4909285HumanBreastIDC6.76e-215.94e-010.21
10945KDELR1GSM4909286HumanBreastIDC2.16e-03-1.99e-010.1081
10945KDELR1GSM4909288HumanBreastIDC4.76e-02-6.51e-020.0988
10945KDELR1GSM4909294HumanBreastIDC7.01e-03-5.50e-020.2022
10945KDELR1GSM4909296HumanBreastIDC1.24e-11-1.32e-010.1524
10945KDELR1GSM4909297HumanBreastIDC5.94e-14-1.70e-010.1517
10945KDELR1GSM4909304HumanBreastIDC1.83e-316.98e-010.1636
10945KDELR1GSM4909311HumanBreastIDC2.71e-31-2.52e-010.1534
10945KDELR1GSM4909312HumanBreastIDC1.39e-159.79e-020.1552
10945KDELR1GSM4909313HumanBreastIDC4.87e-054.77e-020.0391
10945KDELR1GSM4909316HumanBreastIDC3.88e-02-1.55e-020.21
10945KDELR1GSM4909319HumanBreastIDC1.77e-39-2.05e-010.1563
10945KDELR1GSM4909320HumanBreastIDC1.56e-06-1.07e-010.1575
10945KDELR1GSM4909321HumanBreastIDC1.70e-12-6.98e-020.1559
10945KDELR1M2HumanBreastIDC4.38e-03-1.35e-010.21
10945KDELR1NCCBC14HumanBreastDCIS1.76e-17-1.29e-010.2021
10945KDELR1NCCBC2HumanBreastDCIS6.61e-061.14e-010.1554
10945KDELR1NCCBC3HumanBreastDCIS2.34e-032.91e-020.1198
10945KDELR1NCCBC5HumanBreastDCIS5.77e-16-2.02e-010.2046
10945KDELR1P1HumanBreastIDC1.44e-21-3.79e-010.1527
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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
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:005165114BreastIDCmaintenance of location in cell37/1434214/187232.39e-069.35e-0537
GO:004518514BreastIDCmaintenance of protein location21/143494/187236.69e-062.05e-0421
GO:007097213BreastIDCprotein localization to endoplasmic reticulum18/143474/187238.58e-062.47e-0418
GO:005123513BreastIDCmaintenance of location48/1434327/187239.90e-062.77e-0448
GO:004211012BreastIDCT cell activation64/1434487/187231.49e-053.77e-0464
GO:003250714BreastIDCmaintenance of protein location in cell16/143465/187232.29e-055.51e-0416
GO:007259512BreastIDCmaintenance of protein localization in organelle12/143442/187234.94e-051.08e-0312
GO:00354371BreastIDCmaintenance of protein localization in endoplasmic reticulum6/143414/187233.50e-045.13e-036
GO:190313111BreastIDCmononuclear cell differentiation51/1434426/187239.81e-041.11e-0251
GO:00068906BreastIDCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/143452/187235.49e-034.03e-0210
GO:004211021BreastDCIST cell activation65/1390487/187232.78e-069.42e-0565
GO:005165123BreastDCISmaintenance of location in cell36/1390214/187233.07e-061.02e-0436
GO:004518521BreastDCISmaintenance of protein location21/139094/187234.12e-061.24e-0421
GO:007097222BreastDCISprotein localization to endoplasmic reticulum18/139074/187235.57e-061.60e-0418
GO:005123523BreastDCISmaintenance of location47/1390327/187239.55e-062.56e-0447
GO:003250722BreastDCISmaintenance of protein location in cell16/139065/187231.56e-053.79e-0416
GO:007259521BreastDCISmaintenance of protein localization in organelle12/139042/187233.64e-057.86e-0412
GO:00354372BreastDCISmaintenance of protein localization in endoplasmic reticulum6/139014/187232.96e-044.32e-036
GO:19031312BreastDCISmononuclear cell differentiation51/1390426/187234.88e-046.40e-0351
GO:000689012BreastDCISretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum10/139052/187234.41e-033.41e-0210
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0511022BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0511032BreastIDCVibrio cholerae infection17/86750/84654.82e-066.82e-055.10e-0517
hsa0511041BreastDCISVibrio cholerae infection17/84650/84653.45e-064.45e-053.28e-0517
hsa0511051BreastDCISVibrio cholerae infection17/84650/84653.45e-064.45e-053.28e-0517
hsa0511016CervixCCVibrio cholerae infection18/126750/84651.91e-041.11e-036.55e-0418
hsa0511017CervixCCVibrio cholerae infection18/126750/84651.91e-041.11e-036.55e-0418
hsa0511023CervixN_HPVVibrio cholerae infection8/34950/84659.07e-046.49e-035.08e-038
hsa0511033CervixN_HPVVibrio cholerae infection8/34950/84659.07e-046.49e-035.08e-038
hsa05110ColorectumADVibrio cholerae infection29/209250/84655.10e-077.12e-064.54e-0629
hsa051101ColorectumADVibrio cholerae infection29/209250/84655.10e-077.12e-064.54e-0629
hsa051102ColorectumSERVibrio cholerae infection24/158050/84652.17e-063.13e-052.28e-0524
hsa051103ColorectumSERVibrio cholerae infection24/158050/84652.17e-063.13e-052.28e-0524
hsa051104ColorectumMSSVibrio cholerae infection27/187550/84658.58e-071.20e-057.34e-0627
hsa051105ColorectumMSSVibrio cholerae infection27/187550/84658.58e-071.20e-057.34e-0627
hsa051106ColorectumMSI-HVibrio cholerae infection18/79750/84652.77e-075.61e-064.70e-0618
hsa051107ColorectumMSI-HVibrio cholerae infection18/79750/84652.77e-075.61e-064.70e-0618
hsa0511018EndometriumAEHVibrio cholerae infection18/119750/84659.09e-058.69e-046.36e-0418
hsa0511019EndometriumAEHVibrio cholerae infection18/119750/84659.09e-058.69e-046.36e-0418
hsa0511024EndometriumEECVibrio cholerae infection18/123750/84651.40e-041.32e-039.82e-0418
hsa0511034EndometriumEECVibrio cholerae infection18/123750/84651.40e-041.32e-039.82e-0418
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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
KDELR1SNVMissense_Mutationnovelc.170N>Tp.Ser57Leup.S57LP24390protein_codingdeleterious(0)probably_damaging(0.928)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
KDELR1SNVMissense_Mutationc.212N>Gp.Ser71Cysp.S71CP24390protein_codingdeleterious(0)probably_damaging(0.972)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
KDELR1SNVMissense_Mutationc.14G>Ap.Arg5Glnp.R5QP24390protein_codingdeleterious(0.01)possibly_damaging(0.621)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
KDELR1SNVMissense_Mutationrs769954207c.427N>Ap.Glu143Lysp.E143KP24390protein_codingtolerated(0.1)possibly_damaging(0.477)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KDELR1SNVMissense_Mutationc.28N>Ap.Leu10Ilep.L10IP24390protein_codingtolerated(0.11)benign(0.007)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KDELR1SNVMissense_Mutationc.475C>Tp.Arg159Cysp.R159CP24390protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
KDELR1SNVMissense_Mutationc.308C>Tp.Ala103Valp.A103VP24390protein_codingtolerated(0.39)benign(0.013)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
KDELR1SNVMissense_Mutationrs780757543c.298N>Ap.Val100Ilep.V100IP24390protein_codingtolerated(0.71)benign(0.08)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
KDELR1SNVMissense_Mutationc.475N>Tp.Arg159Cysp.R159CP24390protein_codingdeleterious(0)probably_damaging(1)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KDELR1insertionFrame_Shift_Insnovelc.436_437insGp.Thr146SerfsTer151p.T146Sfs*151P24390protein_codingTCGA-AA-3821-01Colorectumcolon 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
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