{Reference Type}: Journal Article {Title}: From sampling to cellblock: The fully automated journey of cytological specimens. {Author}: Taffon C;Naciu AM;Bonfiglio R;Palumbo V;Maricchiolo G;Morano V;Salducci M;Stigliano S;Palermo A;Di Matteo FM;Crescenzi A; {Journal}: Diagn Cytopathol {Volume}: 0 {Issue}: 0 {Year}: 2024 Jun 6 {Factor}: 1.39 {DOI}: 10.1002/dc.25366 {Abstract}: In recent years, technological innovation have emerged to standardize pathology laboratory processes and reduce the handling of diagnostic samples. Among them is an automatic tissue embedding system that eliminates the need for manual activity in tissue paraffin embedding, thereby improving sample preservation. Unfortunately, this system cannot be used for cytological specimens due to the lack of an effective holder to support the procedure steps. In this study, we evaluated the performance of a commercial polymer matrix to enable and standardize the automatic paraffin embedding of cytological material from different organs and sources. Cytological samples from 40 patients were collected on the matrices and submitted for fully automatic workflow preparation, from formalin fixation until paraffin block, using the Sakura embedding system. Our results demonstrated the feasibility of the automated procedure, from loading cytological sample onto the matrix to obtaining the paraffin cellblock, thereby avoiding manual manipulation of cellular material. All samples resulted adequately processed and paraffin-embedded showing satisfactory tissue permeation by processing reagents, optimal preservation of cytoplasmic and nuclear details, and good quality of staining results on paraffin sections. Automated embedding of cytological samples eliminates the risk of lost specimens, reduces laboratory burden, standardizes procedures, increases diagnostic yield, and ultimately improves patients' management.