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: NID1

Gene summary for NID1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NID1

Gene ID

4811

Gene namenidogen 1
Gene AliasNID
Cytomap1q42.3
Gene Typeprotein-coding
GO ID

GO:0001655

UniProtAcc

P14543


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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
4811NID1LZE4THumanEsophagusESCC4.52e-041.76e-010.0811
4811NID1P2T-EHumanEsophagusESCC7.21e-397.71e-010.1177
4811NID1P5T-EHumanEsophagusESCC1.75e-081.53e-010.1327
4811NID1P8T-EHumanEsophagusESCC1.37e-021.48e-010.0889
4811NID1P9T-EHumanEsophagusESCC1.37e-032.73e-010.1131
4811NID1P10T-EHumanEsophagusESCC1.83e-521.08e+000.116
4811NID1P11T-EHumanEsophagusESCC4.87e-072.29e-010.1426
4811NID1P12T-EHumanEsophagusESCC1.60e-142.22e-010.1122
4811NID1P15T-EHumanEsophagusESCC8.88e-093.54e-010.1149
4811NID1P16T-EHumanEsophagusESCC6.07e-561.23e+000.1153
4811NID1P19T-EHumanEsophagusESCC1.28e-034.26e-010.1662
4811NID1P22T-EHumanEsophagusESCC2.66e-163.06e-010.1236
4811NID1P26T-EHumanEsophagusESCC2.93e-153.64e-010.1276
4811NID1P27T-EHumanEsophagusESCC6.35e-051.04e-010.1055
4811NID1P31T-EHumanEsophagusESCC2.32e-213.95e-010.1251
4811NID1P32T-EHumanEsophagusESCC5.02e-244.92e-010.1666
4811NID1P36T-EHumanEsophagusESCC1.10e-033.91e-010.1187
4811NID1P37T-EHumanEsophagusESCC5.64e-267.74e-010.1371
4811NID1P42T-EHumanEsophagusESCC3.57e-094.78e-010.1175
4811NID1P44T-EHumanEsophagusESCC3.91e-043.45e-010.1096
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:00328364ThyroidPTCglomerular basement membrane development9/596811/187239.49e-045.70e-039
GO:00720067ThyroidPTCnephron development61/5968142/187233.49e-031.69e-0261
GO:00328356ThyroidPTCglomerulus development29/596862/187239.96e-034.07e-0229
GO:003158928ThyroidATCcell-substrate adhesion195/6293363/187231.58e-151.17e-13195
GO:001081029ThyroidATCregulation of cell-substrate adhesion128/6293221/187238.74e-144.57e-12128
GO:0007160111ThyroidATCcell-matrix adhesion128/6293233/187231.49e-115.41e-10128
GO:003019812ThyroidATCextracellular matrix organization152/6293301/187238.63e-102.24e-08152
GO:004306212ThyroidATCextracellular structure organization152/6293302/187231.17e-092.94e-08152
GO:004522912ThyroidATCexternal encapsulating structure organization152/6293304/187232.11e-095.08e-08152
GO:0010811210ThyroidATCpositive regulation of cell-substrate adhesion73/6293123/187234.12e-099.37e-0873
GO:000182222ThyroidATCkidney development146/6293293/187235.81e-091.28e-07146
GO:000165522ThyroidATCurogenital system development164/6293338/187237.92e-091.70e-07164
GO:007200122ThyroidATCrenal system development149/6293302/187239.48e-091.99e-07149
GO:0045785210ThyroidATCpositive regulation of cell adhesion194/6293437/187231.40e-061.75e-05194
GO:007200614ThyroidATCnephron development69/6293142/187231.50e-041.04e-0369
GO:007171113ThyroidATCbasement membrane organization20/629331/187234.20e-042.51e-0320
GO:003283512ThyroidATCglomerulus development31/629362/187235.52e-032.24e-0231
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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
NID1SNVMissense_Mutationnovelc.724N>Ap.Asp242Asnp.D242NP14543protein_codingtolerated(0.18)benign(0.038)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
NID1SNVMissense_Mutationrs765670423c.1219G>Ap.Ala407Thrp.A407TP14543protein_codingtolerated(0.4)benign(0)TCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NID1SNVMissense_Mutationrs765549848c.520N>Cp.Gly174Argp.G174RP14543protein_codingtolerated(0.28)benign(0.011)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NID1SNVMissense_Mutationc.1074G>Cp.Glu358Aspp.E358DP14543protein_codingtolerated(0.27)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NID1SNVMissense_Mutationc.766N>Ap.Gly256Argp.G256RP14543protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NID1SNVMissense_Mutationc.952N>Gp.Leu318Valp.L318VP14543protein_codingtolerated(0.45)benign(0)TCGA-AO-A0J6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NID1SNVMissense_Mutationrs771262101c.2423N>Ap.Pro808Glnp.P808QP14543protein_codingtolerated(0.6)benign(0.003)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
NID1SNVMissense_Mutationc.388A>Gp.Ile130Valp.I130VP14543protein_codingtolerated(1)benign(0)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
NID1SNVMissense_Mutationnovelc.2639N>Ap.Ala880Glup.A880EP14543protein_codingtolerated(1)benign(0.001)TCGA-B6-A40C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapycyclophosphamideSD
NID1SNVMissense_Mutationrs202192927c.326N>Tp.Ala109Valp.A109VP14543protein_codingtolerated(0.08)benign(0.067)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<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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