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: BICD2

Gene summary for BICD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

BICD2

Gene ID

23299

Gene nameBICD cargo adaptor 2
Gene AliasSMALED2
Cytomap9q22.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8TD16


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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
23299BICD2LZE4THumanEsophagusESCC4.71e-102.29e-010.0811
23299BICD2LZE8THumanEsophagusESCC3.11e-08-1.83e-010.067
23299BICD2LZE20THumanEsophagusESCC3.21e-04-3.19e-010.0662
23299BICD2LZE22THumanEsophagusESCC2.61e-06-2.29e-020.068
23299BICD2LZE24THumanEsophagusESCC4.54e-06-3.47e-020.0596
23299BICD2P1T-EHumanEsophagusESCC1.18e-08-9.00e-020.0875
23299BICD2P2T-EHumanEsophagusESCC4.62e-222.18e-010.1177
23299BICD2P4T-EHumanEsophagusESCC1.36e-172.70e-020.1323
23299BICD2P5T-EHumanEsophagusESCC1.67e-135.72e-020.1327
23299BICD2P8T-EHumanEsophagusESCC3.01e-09-1.67e-010.0889
23299BICD2P9T-EHumanEsophagusESCC8.00e-171.98e-010.1131
23299BICD2P10T-EHumanEsophagusESCC7.57e-225.00e-010.116
23299BICD2P11T-EHumanEsophagusESCC1.43e-072.25e-010.1426
23299BICD2P12T-EHumanEsophagusESCC6.55e-214.08e-010.1122
23299BICD2P15T-EHumanEsophagusESCC4.43e-213.63e-010.1149
23299BICD2P16T-EHumanEsophagusESCC1.46e-13-2.47e-010.1153
23299BICD2P17T-EHumanEsophagusESCC1.41e-05-6.51e-020.1278
23299BICD2P19T-EHumanEsophagusESCC1.17e-022.60e-010.1662
23299BICD2P20T-EHumanEsophagusESCC5.35e-192.24e-010.1124
23299BICD2P21T-EHumanEsophagusESCC4.02e-226.46e-010.1617
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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
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:001097014SkincSCCtransport along microtubule58/4864155/187231.09e-037.24e-0358
GO:003288612SkincSCCregulation of microtubule-based process82/4864240/187232.82e-031.58e-0282
GO:00723847SkincSCCorganelle transport along microtubule34/486485/187233.22e-031.76e-0234
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:0006403112ThyroidPTCRNA localization130/5968201/187239.23e-221.94e-19130
GO:0051236110ThyroidPTCestablishment of RNA localization100/5968166/187234.26e-142.58e-12100
GO:0050657110ThyroidPTCnucleic acid transport98/5968163/187239.08e-144.90e-1298
GO:0050658110ThyroidPTCRNA transport98/5968163/187239.08e-144.90e-1298
GO:005165620ThyroidPTCestablishment of organelle localization193/5968390/187232.21e-131.15e-11193
GO:0015931110ThyroidPTCnucleobase-containing compound transport120/5968222/187235.45e-122.35e-10120
GO:005102817ThyroidPTCmRNA transport78/5968130/187233.44e-111.26e-0978
GO:0030705111ThyroidPTCcytoskeleton-dependent intracellular transport104/5968195/187233.87e-101.24e-08104
GO:000689019ThyroidPTCretrograde vesicle-mediated transport, Golgi to endoplasmic reticulum37/596852/187236.98e-091.75e-0737
GO:007050717ThyroidPTCregulation of microtubule cytoskeleton organization80/5968148/187231.79e-084.19e-0780
GO:00109709ThyroidPTCtransport along microtubule80/5968155/187232.48e-074.32e-0680
GO:00723848ThyroidPTCorganelle transport along microtubule47/596885/187236.61e-067.83e-0547
GO:00991115ThyroidPTCmicrotubule-based transport88/5968190/187232.08e-052.08e-0488
GO:00340677ThyroidPTCprotein localization to Golgi apparatus20/596829/187234.54e-054.09e-0420
GO:00328866ThyroidPTCregulation of microtubule-based process105/5968240/187236.91e-056.03e-04105
GO:006184210ThyroidPTCmicrotubule organizing center localization20/596833/187236.26e-043.96e-0320
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0325013Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
hsa0325022Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa0325031Oral cavityLPViral life cycle - HIV-132/241863/84651.55e-049.08e-045.86e-0432
hsa032504ProstateBPHViral life cycle - HIV-124/171863/84658.32e-043.98e-032.46e-0324
hsa0325012ProstateBPHViral life cycle - HIV-124/171863/84658.32e-043.98e-032.46e-0324
hsa0325021ProstateTumorViral life cycle - HIV-125/179163/84656.13e-043.07e-031.91e-0325
hsa032503ProstateTumorViral life cycle - HIV-125/179163/84656.13e-043.07e-031.91e-0325
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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
BICD2SNVMissense_Mutationrs201997144c.1348C>Tp.Arg450Cysp.R450CQ8TD16protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
BICD2SNVMissense_Mutationrs765563734c.1489G>Ap.Glu497Lysp.E497KQ8TD16protein_codingdeleterious(0.01)benign(0.401)TCGA-DS-A5RQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
BICD2SNVMissense_Mutationc.2407N>Gp.His803Aspp.H803DQ8TD16protein_codingdeleterious(0.04)benign(0.356)TCGA-EA-A411-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
BICD2SNVMissense_Mutationc.2354N>Tp.Ala785Valp.A785VQ8TD16protein_codingdeleterious(0)probably_damaging(0.997)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
BICD2SNVMissense_Mutationrs776528966c.1733N>Ap.Arg578Hisp.R578HQ8TD16protein_codingtolerated(0.08)benign(0.01)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
BICD2SNVMissense_Mutationc.2384G>Ap.Arg795Glnp.R795QQ8TD16protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
BICD2SNVMissense_Mutationnovelc.844N>Cp.Gly282Argp.G282RQ8TD16protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-AA-3930-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
BICD2SNVMissense_Mutationc.2510N>Cp.Gly837Alap.G837AQ8TD16protein_codingtolerated_low_confidence(0.26)benign(0.001)TCGA-AA-3955-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapycapecitabineCR
BICD2SNVMissense_Mutationc.1531G>Ap.Asp511Asnp.D511NQ8TD16protein_codingtolerated(0.36)possibly_damaging(0.561)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
BICD2SNVMissense_Mutationrs761506224c.485G>Ap.Arg162Hisp.R162HQ8TD16protein_codingtolerated(0.25)possibly_damaging(0.814)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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