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: DRAM1

Gene summary for DRAM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DRAM1

Gene ID

55332

Gene nameDNA damage regulated autophagy modulator 1
Gene AliasDRAM
Cytomap12q23.2
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

A0A024RBF9


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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
55332DRAM1AEH-subject1HumanEndometriumAEH5.93e-082.75e-01-0.3059
55332DRAM1GSM5276937HumanEndometriumEEC3.30e-032.17e-01-0.0897
55332DRAM1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.21e-047.16e-02-0.1875
55332DRAM1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC3.72e-023.86e-02-0.1883
55332DRAM1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.08e-03-6.58e-02-0.1917
55332DRAM1LZE4THumanEsophagusESCC1.19e-035.19e-020.0811
55332DRAM1LZE24THumanEsophagusESCC1.27e-028.46e-020.0596
55332DRAM1P2T-EHumanEsophagusESCC2.72e-521.20e+000.1177
55332DRAM1P4T-EHumanEsophagusESCC1.81e-124.08e-010.1323
55332DRAM1P8T-EHumanEsophagusESCC6.26e-163.06e-010.0889
55332DRAM1P9T-EHumanEsophagusESCC4.68e-031.34e-010.1131
55332DRAM1P10T-EHumanEsophagusESCC3.50e-073.93e-020.116
55332DRAM1P11T-EHumanEsophagusESCC2.78e-211.28e+000.1426
55332DRAM1P12T-EHumanEsophagusESCC9.96e-111.61e-010.1122
55332DRAM1P15T-EHumanEsophagusESCC2.41e-031.41e-010.1149
55332DRAM1P16T-EHumanEsophagusESCC1.50e-056.50e-020.1153
55332DRAM1P17T-EHumanEsophagusESCC9.11e-052.73e-010.1278
55332DRAM1P19T-EHumanEsophagusESCC1.92e-056.21e-010.1662
55332DRAM1P20T-EHumanEsophagusESCC3.97e-061.32e-010.1124
55332DRAM1P21T-EHumanEsophagusESCC7.77e-225.11e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00105068EndometriumAEHregulation of autophagy54/2100317/187231.15e-039.97e-0354
GO:001050613EndometriumEECregulation of autophagy55/2168317/187231.40e-031.14e-0255
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:00105066LungIACregulation of autophagy65/2061317/187234.97e-073.14e-0565
GO:001050612LungAISregulation of autophagy55/1849317/187232.46e-058.04e-0455
GO:001050610Oral cavityOSCCregulation of autophagy198/7305317/187231.63e-171.51e-15198
GO:001050615Oral cavityLPregulation of autophagy132/4623317/187231.82e-111.28e-09132
GO:001050631Oral cavityNEOLPregulation of autophagy60/2005317/187238.06e-061.57e-0460
GO:0010506110ThyroidPTCregulation of autophagy172/5968317/187238.76e-177.57e-15172
GO:001050632ThyroidATCregulation of autophagy180/6293317/187231.34e-171.46e-15180
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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
DRAM1SNVMissense_Mutationc.410C>Gp.Thr137Argp.T137RQ8N682protein_codingdeleterious(0.01)possibly_damaging(0.703)TCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
DRAM1SNVMissense_Mutationnovelc.626N>Tp.Ala209Valp.A209VQ8N682protein_codingdeleterious(0)probably_damaging(0.972)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DRAM1SNVMissense_Mutationnovelc.364N>Ap.His122Asnp.H122NQ8N682protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DRAM1SNVMissense_Mutationc.266N>Tp.Thr89Ilep.T89IQ8N682protein_codingtolerated(0.21)benign(0.27)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DRAM1insertionIn_Frame_Insnovelc.156_157insTCTp.Ser53dupp.S53dupQ8N682protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DRAM1insertionNonsense_Mutationnovelc.157_158insATAGAAAATAGAACATGTTGGCCAGACATGp.Ser53delinsAsnArgLysTerAsnMetLeuAlaArgHisGlyp.S53delinsNRK*NMLARHGQ8N682protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DRAM1SNVMissense_Mutationnovelc.489N>Gp.Ile163Metp.I163MQ8N682protein_codingdeleterious(0)possibly_damaging(0.55)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
DRAM1deletionIn_Frame_Delnovelc.109_120delAACCCCTTCCTCp.Asn37_Leu40delp.N37_L40delQ8N682protein_codingTCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
DRAM1SNVMissense_Mutationnovelc.431N>Gp.Ser144Cysp.S144CQ8N682protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AA-3872-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
DRAM1SNVMissense_Mutationnovelc.500N>Tp.Ser167Phep.S167FQ8N682protein_codingdeleterious(0.01)possibly_damaging(0.657)TCGA-AA-3872-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
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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
55332DRAM1NACISPLATINCISPLATIN15940259
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