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: TRPM7

Gene summary for TRPM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRPM7

Gene ID

54822

Gene nametransient receptor potential cation channel subfamily M member 7
Gene AliasALSPDC
Cytomap15q21.2
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

H0YLN8


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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
54822TRPM7CCI_2HumanCervixCC7.57e-121.11e+000.5249
54822TRPM7CCI_3HumanCervixCC1.98e-076.13e-010.516
54822TRPM7HTA11_3410_2000001011HumanColorectumAD1.79e-14-5.02e-010.0155
54822TRPM7HTA11_10711_2000001011HumanColorectumAD8.96e-04-4.17e-010.0338
54822TRPM7HTA11_6818_2000001021HumanColorectumAD1.98e-02-4.86e-010.0588
54822TRPM7HTA11_99999970781_79442HumanColorectumMSS4.75e-09-3.72e-010.294
54822TRPM7HTA11_99999971662_82457HumanColorectumMSS8.10e-12-4.42e-010.3859
54822TRPM7HTA11_99999974143_84620HumanColorectumMSS2.84e-21-4.96e-010.3005
54822TRPM7A015-C-203HumanColorectumFAP9.00e-32-2.59e-01-0.1294
54822TRPM7A015-C-204HumanColorectumFAP2.31e-06-3.02e-01-0.0228
54822TRPM7A014-C-040HumanColorectumFAP1.58e-04-3.44e-01-0.1184
54822TRPM7A002-C-201HumanColorectumFAP1.28e-10-2.40e-010.0324
54822TRPM7A002-C-203HumanColorectumFAP6.94e-06-1.42e-010.2786
54822TRPM7A001-C-119HumanColorectumFAP1.11e-05-3.30e-01-0.1557
54822TRPM7A001-C-108HumanColorectumFAP1.04e-17-9.60e-02-0.0272
54822TRPM7A002-C-205HumanColorectumFAP3.40e-21-1.23e-01-0.1236
54822TRPM7A001-C-104HumanColorectumFAP1.99e-033.65e-020.0184
54822TRPM7A015-C-005HumanColorectumFAP6.88e-04-2.79e-01-0.0336
54822TRPM7A015-C-006HumanColorectumFAP3.63e-13-3.22e-01-0.0994
54822TRPM7A015-C-106HumanColorectumFAP1.00e-09-1.59e-01-0.0511
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:00071608CervixCCcell-matrix adhesion60/2311233/187231.58e-081.23e-0660
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0007160ColorectumADcell-matrix adhesion75/3918233/187233.56e-056.45e-0475
GO:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:00315892ColorectumMSScell-substrate adhesion104/3467363/187231.35e-064.51e-05104
GO:00071602ColorectumMSScell-matrix adhesion65/3467233/187232.77e-043.67e-0365
GO:00467772ColorectumMSSprotein autophosphorylation63/3467227/187233.96e-044.91e-0363
GO:00310322ColorectumMSSactomyosin structure organization53/3467196/187232.04e-031.75e-0253
GO:00315893ColorectumFAPcell-substrate adhesion93/2622363/187232.48e-094.61e-0793
GO:00071603ColorectumFAPcell-matrix adhesion63/2622233/187231.13e-077.43e-0663
GO:00310323ColorectumFAPactomyosin structure organization51/2622196/187235.89e-061.88e-0451
GO:00467773ColorectumFAPprotein autophosphorylation52/2622227/187231.88e-042.76e-0352
GO:00315894ColorectumCRCcell-substrate adhesion78/2078363/187236.22e-091.49e-0678
GO:00310324ColorectumCRCactomyosin structure organization45/2078196/187231.49e-068.14e-0545
GO:00071604ColorectumCRCcell-matrix adhesion50/2078233/187233.28e-061.47e-0450
GO:00467774ColorectumCRCprotein autophosphorylation42/2078227/187236.08e-048.10e-0342
GO:00315899EndometriumAEHcell-substrate adhesion87/2100363/187233.51e-125.70e-1087
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421810CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa0421815CervixCCCellular senescence49/1267156/84651.30e-071.63e-069.61e-0749
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa042181ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa042182ColorectumMSSCellular senescence52/1875156/84657.87e-045.07e-033.11e-0352
hsa042183ColorectumMSSCellular senescence52/1875156/84657.87e-045.07e-033.11e-0352
hsa042184ColorectumFAPCellular senescence42/1404156/84656.79e-044.63e-032.82e-0342
hsa042185ColorectumFAPCellular senescence42/1404156/84656.79e-044.63e-032.82e-0342
hsa0421816EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421817EndometriumAEHCellular senescence37/1197156/84658.49e-045.52e-034.04e-0337
hsa0421825EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0421835EndometriumEECCellular senescence40/1237156/84651.89e-041.68e-031.25e-0340
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0462122EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0462132EsophagusESCCNOD-like receptor signaling pathway116/4205186/84652.90e-041.03e-035.30e-04116
hsa042187LiverCirrhoticCellular senescence66/2530156/84655.94e-043.60e-032.22e-0366
hsa0421812LiverCirrhoticCellular senescence66/2530156/84655.94e-043.60e-032.22e-0366
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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
TRPM7SNVMissense_Mutationnovelc.4157N>Cp.Ser1386Thrp.S1386TQ96QT4protein_codingtolerated_low_confidence(0.27)benign(0.006)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TRPM7SNVMissense_Mutationrs748556929c.1763G>Ap.Arg588Glnp.R588QQ96QT4protein_codingdeleterious(0.03)benign(0.038)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRPM7SNVMissense_Mutationrs746157060c.4173N>Gp.Ile1391Metp.I1391MQ96QT4protein_codingtolerated_low_confidence(0.43)benign(0)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRPM7SNVMissense_Mutationc.53N>Cp.Tyr18Serp.Y18SQ96QT4protein_codingtolerated(0.23)possibly_damaging(0.468)TCGA-E2-A156-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TRPM7SNVMissense_Mutationc.1748C>Gp.Thr583Argp.T583RQ96QT4protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TRPM7insertionNonsense_Mutationnovelc.4426_4427insAGAATTCTCAGTATTTAAGTTAACATAGATp.Ser1476delinsLysAsnSerGlnTyrLeuSerTerHisArgCysp.S1476delinsKNSQYLS*HRCQ96QT4protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TRPM7SNVMissense_Mutationnovelc.4586N>Tp.Arg1529Ilep.R1529IQ96QT4protein_codingtolerated(0.19)benign(0.015)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRPM7SNVMissense_Mutationc.3392N>Tp.Pro1131Leup.P1131LQ96QT4protein_codingdeleterious(0.02)possibly_damaging(0.588)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
TRPM7SNVMissense_Mutationnovelc.3079G>Tp.Ala1027Serp.A1027SQ96QT4protein_codingtolerated(0.13)benign(0.013)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRPM7SNVMissense_Mutationnovelc.542C>Tp.Ala181Valp.A181VQ96QT4protein_codingtolerated(0.15)benign(0.369)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<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
54822TRPM7DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ION CHANNEL, ENZYME, TRANSPORTERblocker178101079NAFAMOSTAT
54822TRPM7DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ION CHANNEL, ENZYME, TRANSPORTERactivator135650688NALTRIBEN
54822TRPM7DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ION CHANNEL, ENZYME, TRANSPORTERactivator135652738
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