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Conventional surface immobilization approaches were also tested including SMCC-activated (SMCC 6) and NHS-activated (NHS 7) covalent attachment, as well as noncovalent amine-surface attachment (Amine 8).

Freshly dissolved sulfo-SMCC (1 mL, 100 μM, in DMSO) was added to the suspension above.

This method was simple and low cost compared to the Sulfo-SMCC-MNPs@SiO2.

Cys-DTPA was coupled to the C-terminal lysine residue of cNGR peptide through a bifunctional succinimidyl ester-maleimide linker, sulfo-SMCC [25].

The linker-drug in T-DM1, SMCC-DM1 is hydrophobic and requires certain percentage of organic solvent such as DMA in the conjugation solution, limiting the manufacturing process in an organic-solvent-compatible device and adding extra costs.

GM-SMCC-1, GM-SMCC-2 and GM-SMCC-3 denote the single-graph model using (E(1)), (E(2)) and (E(3)), respectively.

The experimental results are given in Table 1, where GM-SMCC-1, GM-SMCC-2 and GM-SMCC-3 denote the single-graph model using the PPI latent graph (E(1)), the random walk latent graph (E(2)) and the prediction similarity latent graph (E(3)), respectively.

Two different linkers have been used to conjugate the maytansinoids, DM4 and DM1, to antibodies: SPDP (SPDB-DM4; Figure 2) and SMCC (SMCC-DM1).

GM-SMCC achieves the largest improvement against 2nd best method when there are only 3% of labeled data (GM-SMCC: 0.82 versus semi-ICA: 0.75).

The increases in resonance angle following the infiltration of 3-APTES and Sulfo-SMCC, 0.32° and 0.59°, respectively, suggest that both molecules form stable layers on the surface of pore walls after rinsing.

ActA was conjugated through a heterobifunctional linker LC-SMCC (#22362; Thermo Scientific/Pierce, Rockford, IL), to poly-D-lysine (#P0296; Sigma Aldrich, St . Louis MO) labeled with ∼6 8 molecules of Bodipy FL-X-SE (#D6102; Molecular Probes) per peptide.

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