Purpose of Review: The role of Sentinel Lymph Node Biopsy (SLNB) is pivotal in the contemporary staging of cutaneous melanoma. In this review, we examine advanced molecular testing platforms like gene expression profiling (GEP) and immunohistochemistry (IHC) as tools for predicting the prognosis of sentinel lymph nodes. We compare these innovative approaches with traditional staging assessments. Additionally, we delve into the shared genetic and protein markers between GEP and IHC tests and their relevance to melanoma biology, exploring their prognostic and predictive characteristics. Finally, we assess alternative methods to potentially obviate the need for SLNB altogether., Recent Findings: Progress in adjuvant melanoma therapy has diminished the necessity of Sentinel Lymph Node Biopsy (SLNB) while underscoring the importance of accurately identifying high-risk stage I and II melanoma patients who may benefit from additional anti-tumor interventions. The clinical application of testing through gene expression profiling (GEP) or immunohistochemistry (IHC) is gaining traction, with platforms such as DecisionDx, Merlin Assay (CP-GEP), MelaGenix GEP, and Immunoprint coming into play. Currently, extensive validation studies are in progress to incorporate routine molecular testing into clinical practice. However, due to significant methodological limitations, widespread clinical adoption of tissue-based molecular testing remains elusive at present., Summary: While various tissue-based molecular testing platforms have the potential to stratify the risk of sentinel lymph node positivity (SLNP), most suffer from significant methodological deficiencies, including limited sample size, lack of prospective validation, and limited correlation with established clinicopathological variables. Furthermore, the genes and proteins identified by individual gene expression profiling (GEP) or immunohistochemistry (IHC) tests exhibit minimal overlap, even when considering the most well-established melanoma mutations. However, there is hope that the ongoing prospective trial for the Merlin Assay may safely reduce the necessity for SLNB procedures if successful. Additionally, the MelaGenix GEP and Immunoprint tests could prove valuable in identifying high-risk stage I-II melanoma patients and potentially guiding their selection for adjuvant therapy, thus potentially reducing the need for SLNB. Due to the diverse study designs employed, effective comparisons between GEP or IHC tests are challenging, and to date, there is no study directly comparing the clinical utility of these respective GEP or IHC tests., Competing Interests: Declaration of Competing Interest J.K. has received honoraria from Bristol-Myers Squibb and Sanofi Genzyme and has received travel support from SUN Pharma and Pierre-Fabre Pharma, outside the submitted work. I.He. has received honoraria from Bristol-Myers Squibb and Sysmex, outside the submitted work. G.G. has received honoraria from Bristol-Myers Squibb and has research funding from Sanofi Genzyme, outside the submitted work. N.Z., T.Z., A.R., D.J.S. and F.A. report no conflicts of interest. I.Ha. has received honoraria from Bristol-Myers Squibb, outside the submitted work. D.S. Grants or contracts from any entity: Bristol Myers Squibb, Novartis, Roche, MSD Oncology, Array BioPharma/Pfizer. Consulting fees: Roche/Genentech, Novartis, Bristol Myers Squibb, Merck Sharp & Dohme, Immunocore, Merck Serono, Array BioPharna, Pfizer, Pierre Fabre, Philogen, Regeneron, 4SC, Sanofi/Regeneron, NeraCare GmbH, Sun Pharma, InflarxGmbH, Ultimovacs, Sandoz. Payment or honoraria for lectures, presentations, speakers bureaus, manuscript writing or educational events: Bristol Myers Squibb, Merck Sharp & Dohme, Novartis, Pierre Fabre, Sanofi/Regeneron, Merck KGaA – speakers bureaus. Support for attending meetings and/or travel: Roche/Genentech, Bristol Myers Squibb, Merck Serono, Novartis, Merck Sharp & Dohme, Pierre Fabre, Sanofi/Regeneron. Participation on a Data Safety Monitoring Board or Advisory Board: Roche/Genentech, Novartis, Bristol Myers Squibb, Merck Sharp & Dohme, Merck Serono, 4SC, Pierre Fabre, Sanofi/Regeneron, Nektar – Advisory Board. A.M.M.E has received honoraria for Scientific Advisory Board or Data Safety Monitoring Board participation from: Agenus, Atreca, Boehringer Ingelheim, BioNTech, Brenus, CatalYm, Ellipses, Galecto, GSK, IO Biotech, IQVIA, ISA Pharmaceuticals, Merck, MSD, Pfizer, Pierre Fabre, Sairopa, Sellas, SkylineDX, TogaTC, Trained Immunity TX. Equity: IOBiotech, Sairopa, SkylineDX. Lectures: BMS, MSDS.P. Grants or contracts from any entity: Almirall, ISDIN, La Roche Posay - To My Institution. Consulting fees: ISDIN, Almirall, La Roche Posay, MSD, Sanofi, Sun Pharma, Pfizer, Roche, Regeneron. Payment or honoraria for lectures, presentations, speakers bureaus, manuscript writing or educational events: ISDIN, La Roche Posay, Leo Pharma, Pfizer, Roche, Regeneron, BMS, Sun Pharma. Support for attending meetings and/or travel: Almirall. Participation on a Data Safety Monitoring Board or Advisory Board: Roche, Sanofi, Sun Pharma, Almirall, ISDIN, Pfizer, Novartis. A.H. reports grants and personal fees from Amgen, grants and personal fees from BMS, grants and personal fees from MerckPfizer, grants and personal fees from MSD/Merck, grants and personal fees from Philogen, grants and personal fees from Pierre Fabre, grants and personal fees from Regeneron, grants and personal fees from Roche, grants and personal fees from Sanofi-Genzyme, grants and personal fees from Novartis Pharma, grants and personal fees from Eisai, personal fees from Immunocore, grants and personal fees from Replimune, personal fees from Seagen, personal fees from IO Biotech, personal fees from Dermagnostix, personal fees from Incyte, grants and personal fees from NeraCare, personal fees from Highlight Therapeutics, grants from Huya Biosciences, personal fees from Kyowa Kirin, and personal fees from Iovance, outside the submitted work. C.G. is on the advisory board or has received honoraria from Almirall, Amgen, Beiersdorf, BioNTech, Bristol-Myers Squibb, Immunocore, Janssen, MSD Sharp & Dohme, Novartis, Pierre-Fabre Pharma, Roche, Sanofi Genzyme, SUN Pharma and Sysmex/Inostix, research funding from Novartis and Sanofi Genzyme, and travel support from Bristol-Myers Squibb, Pierre Fabre Pharma and SUN Pharma, outside the submitted work. C.G. is co-founder of Dermagnostix and Dermagnostix R&D., (Copyright © 2024 The Authors. Published by Elsevier Ltd.. All rights reserved.)