Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA-Cancer J Clin. 2021;71(3):209–49.

Article  PubMed  Google Scholar 

Lu H, Lu Q, Sun H, Wang Z, Shi X, Ding Y, Ran X, Pei J, Pan Y, Zhang Q. ROS-responsive fluorescent sensor array for precise diagnosis of cancer via pH-controlled multicolor gold nanoclusters. ACS Appl Mater Interfaces. 2023;15(32):38381–90.

Article  CAS  PubMed  Google Scholar 

Ren XH, Han D, He XY, Guo T, Chen XS, Pang X, Cheng SX. Multi-targeting nano-systems targeting heterogeneous cancer cells for therapeutics and biomarker detection. Adv Healthc Mater. 2023;12(4):2202155.

Article  CAS  Google Scholar 

He W, Liu T, Han Y, Ming W, Du J, Liu Y, Yang Y, Wang L, Jiang Z, Wang Y, Yuan J, Cao C. A review: the detection of cancer cells in histopathology based on machine vision. Comput Biol Med. 2022;146: 105636.

Article  CAS  PubMed  Google Scholar 

Ross KS, Carter HB, Pearson JD, Guess HA. Comparative efficiency of prostate-specific antigen screening strategies for prostate cancer detection. J Am Med Assoc. 2000;284(11):1399–405.

Article  CAS  Google Scholar 

Santamarina-García M, Brea-Iglesias J, Bramsen JB, Fuentes-Losada M, Caneiro-Gómez FJ, Vázquez-Bueno JÁ, Lázare-Iglesias H, Fernández-Díaz N, Sánchez-Rivadulla L, Betancor YZ, Ferreiro-Pantín M, Conesa-Zamora P, Antúnez-López JR, Kawazu M, Esteller M, Andersen CL, Tubio JMC, López-López R, Ruiz-Bañobre J. MSIMEP: predicting microsatellite instability from microarray DNA methylation tumor profiles. iScience. 2023;26(3):106127.

Article  PubMed  PubMed Central  Google Scholar 

Jiang X, Ren L, Tebon P, Wang C, Zhou X, Qu M, Zhu J, Ling H, Zhang S, Xue Y, Wu Q, Bandaru P, Lee J, Kim HJ, Ahadian S, Ashammakhi N, Dokmeci MR, Wu J, Gu Z, Sun W, Khademhosseini A. Cancer-on-a-chip for modeling immune checkpoint inhibitor and tumor interactions. Small. 2021;17(7):2004282.

Article  CAS  Google Scholar 

Wollscheid B, Bausch-Fluck D, Henderson C, O’Brien R, Bibel M, Schiess R, Aebersold R, Watts JD. Correction: corrigendum: mass-spectrometric identification and relative quantification of N-linked cell surface glycoproteins. Nat Biotechnol. 2009;27(9):864–864.

Article  CAS  Google Scholar 

Sanchez-Carbayo M. Antibody arrays: technical considerations and clinical applications in cancer. Clin Chem. 2006;52(9):1651–9.

Article  CAS  PubMed  Google Scholar 

Li T, Zhu X, Hai X, Bi S, Zhang X. Recent progress in sensor arrays: from construction principles of sensing elements to applications. ACS Sens. 2023;8(3):994–1016.

Article  CAS  PubMed  Google Scholar 

Zhou X, Huang S, Liu W, Shang L. Metal ion-regulated fluorescent sensor array based on gold nanoclusters for physiological phosphate sensing. Anal Chem. 2024;96(10):4224–31.

Article  CAS  PubMed  Google Scholar 

Li H, Zhao C, Wei S, Liu X, Li J, Wang J. A pH-regulated colorimetric sensor array for discrimination of biothiols based on two different-sized β-cyclodextrin-functionalized AuNPs. J Anal Test. 2023;7(2):101–9.

Article  Google Scholar 

Yu Y, Ni W, Hu Q, Li H, Zhang Y, Gao X, Zhou L, Zhang S, Ma S, Zhang Y, Huang H, Li F, Han J. A dual fluorescence turn-on sensor array formed by poly(para-aryleneethynylene) and aggregation-induced emission fluorophores for sensitive multiplexed bacterial recognition. Angew Chem Int Ed. 2024;63(16): e202318483.

Article  CAS  Google Scholar 

Ding X, Zhang Y, Zhang Y, Ding X, Zhang H, Cao T, Qu Z-b, Ren J, Li L, Guo Z, Xu F, Wang Q-X, Wu X, Shi G, Haick H, Zhang M. Modular assembly of MXene frameworks for noninvasive disease diagnosis via urinary volatiles. ACS Nano. 2022;16(10):17376–88.

Article  CAS  PubMed  Google Scholar 

Lin Z, Yu W, Hu R, Hu R, Wei Z, Zhang M. Dual-emission carbonized polymer dots combined with metal ions as a single-component fluorescence sensor array for pattern recognition of glycosaminoglycans. J Anal Test. 2023;7(3):285–94.

Article  Google Scholar 

Li Q-Y, Ma L, Li L, Wang S, Li X, Zhang C, Zhang Y, Jiang M, Wang H, Huang K, Yu X, Xu L. Array-based sensing of amyloidogenic proteins and discrimination of cancer by using different oxidants doped carbon nanodots as fluorescent probes. Chem Eng J. 2022;430: 132696.

Article  CAS  Google Scholar 

Gao J, Zhu X, Long Y, Liu M, Li H, Zhang Y, Yao S. Boronic acid-decorated carbon dot-based semiselective multichannel sensor array for cytokine discrimination and oral cancer diagnosis. Anal Chem. 2024;96(4):1795–802.

Article  CAS  PubMed  Google Scholar 

Sugai H, Tomita S, Ishihara S, Kurita R. One-component array based on a dansyl-modified polylysine: generation of differential fluorescent signatures for the discrimination of human cells. ACS Sensors. 2019;4(4):827–31.

Article  CAS  PubMed  Google Scholar 

Liu MX, Zhang H, Zhang XW, Chen S, Yu YL, Wang JH. Nanozyme sensor array plus solvent-mediated signal amplification strategy for ultrasensitive ratiometric fluorescence detection of exosomal proteins and cancer identification. Anal Chem. 2021;93(25):9002–10.

Article  CAS  PubMed  Google Scholar 

Ding J, Shi J, Sun X, Lu X, Sun X, Wang J, Ye Y, Xu S, Luo X. pH Programmed optical sensor arrays for cancer plasma straightforward discrimination based on protein-responsive patterns. Anal Chem. 2022;94(36):12546–51.

Article  CAS  PubMed  Google Scholar 

Xu S, Wu Y, Sun X, Wang Z, Luo X. A multicoloured AuNCs based cross-reactive sensor array for discrimination of multiple proteins. J Mater Chem B. 2017;5(22):4207–13.

Article  CAS  PubMed  Google Scholar 

Chen S, Zhang X, Yu Y, Wang J. Boronic acid-containing carbon dots array for sensitive identification of glycoproteins and cancer cells. Chin Chem Lett. 2021;32(10):3043–7.

Article  CAS  Google Scholar 

Tao Y, Li M, Auguste DT. Pattern-based sensing of triple negative breast cancer cells with dual-ligand cofunctionalized gold nanoclusters. Biomaterials. 2017;116:21–33.

Article  CAS  PubMed  Google Scholar 

Bajaj A, Miranda OR, Phillips R, Kim IB, Jerry DJ, Bunz UHF, Rotello VM. Array-based sensing of normal, cancerous, and metastatic cells using conjugated fluorescent polymers. J Am Chem Soc. 2010;132(3):1018–22.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Gao J, Chen J, Zhu X, Liu M, Liu Y, Zhang Y, Yao S. Multichannel sensor array of carbon dots-metal ion pairs for accurate biological thiols analysis and cancer cell discrimination. Sens Actuator B-Chem. 2022;353: 131119.

Article  CAS  Google Scholar 

Wang Q-Q, Hu R, Fang Z-Q, Shi G, Zhang S, Zhang M. A multifunctional upconversion nanoparticles probe for Cu2+ sensing and pattern recognition of biothiols. Chin Chem Lett. 2022;33(8):3782–6.

Article  CAS  Google Scholar 

Shang L, Xu J, Nienhaus GU. Recent advances in synthesizing metal nanocluster-based nanocomposites for application in sensing, imaging and catalysis. Nano Today. 2019;28: 100767.

Article  Google Scholar 

Wang ZJ, Li Q, Tan LL, Liu CG, Shang L. Metal-organic frameworks-mediated assembly of gold nanoclusters for sensing applications. J Anal Test. 2022;6(2):163–77.

Article  PubMed  PubMed Central  Google Scholar 

Sun F, Liang Y, Jin L, Shi J, Shang L. Weak interaction-tailored catalytic interface of ultrasmall gold nanoclusters as enzyme mimics for enhanced colorimetric biosensing. ACS Appl Mater Interfaces. 2021;13(48):58209–19.

Article  CAS  PubMed  Google Scholar 

Gao W, Zhao H, Shang L. Fluorescent metal nanoclusters for explosive detection: a review. TrAC-Trends Anal Chem. 2024;180: 117919.

Article  CAS  Google Scholar 

Vultaggio-Poma V, Sarti AC, Di Virgilio F. Extracellular ATP: a feasible target for cancer therapy. Cells. 2020;9(11):2496–517.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Zhou X, Huang S, Guo W, Liu W, Wen M, Shang L. Multicolor gold clusterzyme-enabled construction of ratiometric fluorescent sensor array for visual biosensing. Anal Chem. 2024;96(47):18873–9.