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: DROSHA

Gene summary for DROSHA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DROSHA

Gene ID

29102

Gene namedrosha ribonuclease III
Gene AliasETOHI2
Cytomap5p13.3
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

Q9NRR4


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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
29102DROSHACCI_2HumanCervixCC1.20e-055.82e-010.5249
29102DROSHACCI_3HumanCervixCC8.41e-127.22e-010.516
29102DROSHALZE2THumanEsophagusESCC4.40e-023.16e-010.082
29102DROSHALZE4THumanEsophagusESCC6.69e-051.46e-010.0811
29102DROSHALZE5THumanEsophagusESCC2.55e-032.34e-010.0514
29102DROSHALZE7THumanEsophagusESCC1.54e-044.15e-010.0667
29102DROSHALZE8THumanEsophagusESCC8.60e-062.29e-010.067
29102DROSHALZE20THumanEsophagusESCC3.41e-053.25e-010.0662
29102DROSHALZE24THumanEsophagusESCC8.48e-061.32e-010.0596
29102DROSHAP1T-EHumanEsophagusESCC2.06e-073.69e-010.0875
29102DROSHAP2T-EHumanEsophagusESCC1.48e-152.03e-010.1177
29102DROSHAP4T-EHumanEsophagusESCC3.36e-051.70e-010.1323
29102DROSHAP5T-EHumanEsophagusESCC2.97e-111.94e-010.1327
29102DROSHAP8T-EHumanEsophagusESCC1.53e-264.79e-010.0889
29102DROSHAP9T-EHumanEsophagusESCC4.29e-081.36e-010.1131
29102DROSHAP10T-EHumanEsophagusESCC7.05e-193.83e-010.116
29102DROSHAP11T-EHumanEsophagusESCC1.22e-063.03e-010.1426
29102DROSHAP12T-EHumanEsophagusESCC4.06e-122.95e-010.1122
29102DROSHAP15T-EHumanEsophagusESCC2.67e-051.17e-010.1149
29102DROSHAP16T-EHumanEsophagusESCC6.24e-152.27e-010.1153
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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
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
∗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:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:19021056CervixCCregulation of leukocyte differentiation61/2311279/187235.16e-061.29e-0461
GO:002261310CervixCCribonucleoprotein complex biogenesis88/2311463/187232.11e-053.82e-0488
GO:004225410CervixCCribosome biogenesis62/2311299/187232.48e-054.27e-0462
GO:00507273CervixCCregulation of inflammatory response75/2311386/187233.95e-056.18e-0475
GO:00467008CervixCCheterocycle catabolic process80/2311445/187233.23e-043.42e-0380
GO:0045580CervixCCregulation of T cell differentiation33/2311146/187233.75e-043.87e-0333
GO:00346559CervixCCnucleobase-containing compound catabolic process74/2311407/187233.77e-043.88e-0374
GO:00302173CervixCCT cell differentiation51/2311257/187233.81e-043.89e-0351
GO:19031314CervixCCmononuclear cell differentiation76/2311426/187235.66e-045.42e-0376
GO:00456192CervixCCregulation of lymphocyte differentiation37/2311174/187236.06e-045.69e-0337
GO:00442709CervixCCcellular nitrogen compound catabolic process79/2311451/187237.80e-046.91e-0379
GO:00194398CervixCCaromatic compound catabolic process79/2311467/187232.14e-031.54e-0279
GO:0045589CervixCCregulation of regulatory T cell differentiation9/231128/187235.02e-032.98e-029
GO:00300981CervixCClymphocyte differentiation63/2311374/187236.21e-033.52e-0263
GO:19013618CervixCCorganic cyclic compound catabolic process80/2311495/187236.77e-033.72e-0280
GO:00351966CervixCCproduction of miRNAs involved in gene silencing by miRNA13/231152/187239.09e-034.60e-0213
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0520529EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520537EsophagusESCCProteoglycans in cancer138/4205205/84651.79e-071.40e-067.15e-07138
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0520531LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
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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
DROSHASNVMissense_Mutationc.233N>Gp.Phe78Cysp.F78CQ9NRR4protein_codingdeleterious_low_confidence(0)possibly_damaging(0.615)TCGA-A2-A0SX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
DROSHASNVMissense_Mutationc.3278N>Tp.Thr1093Ilep.T1093IQ9NRR4protein_codingdeleterious(0)benign(0.247)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
DROSHASNVMissense_Mutationc.3277N>Tp.Thr1093Serp.T1093SQ9NRR4protein_codingtolerated(0.13)benign(0.007)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
DROSHASNVMissense_Mutationrs569160930c.110A>Cp.Gln37Prop.Q37PQ9NRR4protein_codingtolerated_low_confidence(0.18)benign(0.099)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DROSHASNVMissense_Mutationnovelc.496N>Cp.Tyr166Hisp.Y166HQ9NRR4protein_codingtolerated_low_confidence(0.11)probably_damaging(0.969)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DROSHASNVMissense_Mutationc.545N>Cp.Phe182Serp.F182SQ9NRR4protein_codingtolerated_low_confidence(0.22)probably_damaging(0.91)TCGA-B6-A0IJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DROSHASNVMissense_Mutationc.4051N>Cp.Glu1351Glnp.E1351QQ9NRR4protein_codingtolerated(0.34)benign(0.018)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
DROSHASNVMissense_Mutationc.4070N>Tp.Trp1357Leup.W1357LQ9NRR4protein_codingtolerated_low_confidence(0.7)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DROSHASNVMissense_Mutationc.3847N>Gp.Leu1283Valp.L1283VQ9NRR4protein_codingtolerated(0.53)benign(0.055)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
DROSHAinsertionNonsense_Mutationnovelc.497_498insGAp.Tyr166Terp.Y166*Q9NRR4protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
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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
29102DROSHANAdaunorubicinDAUNORUBICIN24614921
29102DROSHANAvincristineVINCRISTINE24614921
29102DROSHANAcyclophosphamideCYCLOPHOSPHAMIDE24614921
29102DROSHANAmercaptopurineMERCAPTOPURINE24614921
29102DROSHANAmethotrexateMETHOTREXATE24614921
29102DROSHANAcytarabineCYTARABINE24614921
29102DROSHANAprednisonePREDNISONE24614921
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