Protein denaturation for in-depth serum proteome profiling and enhanced cancer diagnosis

被引:0
作者
Xie, Yueli [1 ,2 ]
Wang, Mengjie [2 ,3 ]
Guo, Haoxiang [1 ,2 ]
Jin, Baichuan [2 ]
Xu, Chenlu [2 ,4 ]
Dai, Xin [2 ,5 ]
Fu, Yiyang [2 ,5 ]
Wang, Ze [2 ,5 ]
Yao, Weizhao [2 ,4 ]
Liu, Yuan [2 ]
Tan, Weihong [2 ,3 ]
机构
[1] Tianjin Univ, Fac Med, Sch Life Sci, Tianjin 300072, Peoples R China
[2] Chinese Acad Sci, Zhejiang Canc Hosp, Hangzhou Inst Med HIM, Hangzhou 310022, Zhejiang, Peoples R China
[3] Hunan Univ, Coll Chem & Chem Engn, Aptamer Engn Ctr Hunan Prov, Mol Sci & Biomed Lab MBL,State Key Lab Chemo Bio S, Changsha 410082, Hunan, Peoples R China
[4] Tianjin Univ, Fac Med, Med Sch, Tianjin 300072, Peoples R China
[5] Univ Chinese Acad Sci, Hangzhou Inst Adv Study, Sch Mol Med, Hangzhou 310024, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Nanoparticle-protein corona; Serum; Denaturant; Machine learning; Cancer diagnosis; CELL LUNG-CANCER; CORONA; GENES;
D O I
10.1016/j.nantod.2024.102488
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The in-depth blood-based proteomics is significantly limited owing to the intrinsic wide dynamic range of protein concentrations (over 10 orders of magnitude) and highly abundant proteins (albumin, etc.) in blood. Here, we developed a protein denaturation strategy to enhance the serum proteomic depth via nanoparticle-protein corona for enhanced non-small cell lung cancer (NSCLC) diagnosis. We developed an optimal denaturant panel consists of nature, 30 % acetonitrile, 40 % RapiGest, and 4 M urea respectively treated serum to form various nanoparticle-protein coronas with magnetic nanoparticles (MNPs). Based on this panel, we have identified 1846 proteins by profiling 172 NSCLC serum samples, significantly enhancing the depth of serum proteomics. Furthermore, we selected 15 key proteins with random forest algorithm to distinguish the benign and malignant nodules and achieved an ROC-AUC of 98.44 %. Differentially expressed protein-based pathway analysis revealed that metabolic and immune-related pathways were significantly enriched, in which apolipoproteins play pivotal role in the transfer from benign to malignant nodules. Our study demonstrated a facile serum denaturation strategy for enhanced depth of serum proteomics which will benefit the cancer biomarker discovery and diagnosis.
引用
收藏
页数:11
相关论文
共 36 条
  • [31] MALDI-TOF MS Combined With Magnetic Beads for Detecting Serum Protein Biomarkers and Establishment of Boosting Decision Tree Model for Diagnosis of Colorectal Cancer
    Liu, Chibo
    Pan, Chunqin
    Shen, Jianmin
    Wang, Haibao
    Yong, Liang
    [J]. INTERNATIONAL JOURNAL OF MEDICAL SCIENCES, 2011, 8 (01): : 39 - 47
  • [32] Large Laser Spot-Swift Mapping Surface-Enhanced Raman Scattering on Ag Nanoparticle Substrates for Liquid Analysis in Serum-Based Cancer Diagnosis
    Zhang, Xiaoyu
    Fan, Aoran
    Pan, Yuanming
    Liu, Xiangqian
    Zhao, Zitong
    Song, Yongmei
    Zhang, Xing
    [J]. ACS APPLIED NANO MATERIALS, 2022, 5 (10) : 15738 - 15747
  • [33] Protein Profiling of Blood Samples from Patients with Hereditary Leiomyomatosis and Renal Cell Cancer by Surface-Enhanced Laser Desorption/Ionization Time-of-Flight Mass Spectrometry
    Kamai, Takao
    Tomosugi, Naohisa
    Abe, Hideyuki
    Kaji, Yasushi
    Oyama, Tetsunari
    Yoshida, Ken-Ichiro
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2012, 13 (11) : 14518 - 14532
  • [34] Surfaced-Enhanced Laser Desorption/Ionization Time-of-Flight (SELDI-TOF) Differentiation of Serum Protein Profiles of BRCA-1 and Sporadic Breast Cancer
    Stephen Becker
    Lisa H. Cazares
    Patrice Watson
    Henry Lynch
    O. John Semmes
    Richard R. Drake
    Christine Laronga
    [J]. Annals of Surgical Oncology, 2004, 11 : 907 - 914
  • [35] Surfaced-enhanced laser desorption/ionization time-of-flight (SELDI-TOF) differentiation of serum protein profiles of BRCA-1 and sporadic breast cancer
    Becker, S
    Cazares, LH
    Watson, P
    Lynch, H
    Semmes, OJ
    Drake, RR
    Laronga, C
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2004, 11 (10) : 907 - 914
  • [36] Protein profiling of post-prostatic massage urine specimens by surface-enhanced laser desorption/ionization time-of-flight mass spectrometry to discriminate between prostate cancer and benign lesions
    Okamoto, Akiko
    Yamamoto, Hayato
    Imai, Atsushi
    Hatakeyama, Shingo
    Iwabuchi, Ikuya
    Yoneyama, Takahiro
    Hashimoto, Yasuhiro
    Kote, Takuya
    Kamimura, Noritaka
    Mori, Kazuyuki
    Yamaya, Kanemitsu
    Ohyama, Chikara
    [J]. ONCOLOGY REPORTS, 2009, 21 (01) : 73 - 79