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Melanoma Prognosis - Accuracy of the American Joint Committee on Cancer Staging Manual Eighth Edition

Bajaj, Shirin; Donnelly, Douglas; Call, Melissa; Johannet, Paul; Moran, Una; Polsky, David; Shapiro, Richard; Berman, Russell; Pavlick, Anna; Weber, Jeffrey; Zhong, Judy; Osman, Iman
BACKGROUND:The American Joint Committee on Cancer (AJCC) maintains that the eighth edition of its Staging Manual (AJCC8) has improved accuracy compared to the seventh (AJCC7). However, there are concerns that implementation may disrupt analysis of active clinical trials for stage III patients. We used an independent cohort of melanoma patients to test the extent to which AJCC8 has improved prognostic accuracy compared to AJCC7. METHODS:We analyzed a cohort of 1,315 prospectively enrolled patients. We assessed primary tumor and nodal classification of stage I-III patients using AJCC7 and AJCC8 to assign disease stages at diagnosis. We compared recurrence-free (RFS) and overall survival (OS) using Kaplan-Meier curves and log-rank tests. We then compared concordance indices of discriminatory prognostic ability and area under the curve (AUC) of 5-year survival to predict RFS/OS. All statistical tests were two-sided. RESULTS:Stage IIC continued to have worse outcomes than those for stage IIIA patients, with 5-year RFS of 26.5% (95%CI=12.8-55.1%) vs. 56.0% (95%CI=37.0-84.7%) by AJCC8 (P = 0.002). For stage I, removing mitotic index as T classification factor decreased its prognostic value, although not statistically significantly (RFS C-index=0.63 [95%CI=0.56-0.69] to 0.56 [95%CI=0.49-0.63], P = 0.07; OS C-index=0.48 [95%CI=0.38-0.58] to 0.48 [95%CI=0.41-0.56], P = 0.90). For stage II, prognostication remained constant (RFS C-index=0.65 [95%CI=0.57-0.72]; OS C-index=0.61 [95%CI=0.50-0.72]), and. For stage III, AJCC8 yielded statistically significantly enhanced prognostication for RFS (C-index=0.65 [95%CI=0.60-0.70] to 0.70 [95%CI=0.66-0.75], P = 0.01). CONCLUSIONS:Compared with AJCC7, we demonstrate that AJCC8 enables more accurate prognosis for patients with stage III melanoma. Restaging a large cohort of patients can enhance the analysis of active clinical trials.
PMID: 31977051
ISSN: 1460-2105
CID: 4274042

Association of Initial Viral Load in Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) Patients with Outcome and Symptoms

Argyropoulos, Kimon V; Serrano, Antonio; Hu, Jiyuan; Black, Margaret; Feng, Xiaojun; Shen, Guomiao; Call, Melissa; Kim, Min J; Lytle, Andrew; Belovarac, Brendan; Vougiouklakis, Theodore; Lin, Lawrence H; Moran, Una; Heguy, Adriana; Troxel, Andrea; Snuderl, Matija; Osman, Iman; Cotzia, Paolo; Jour, George
The dynamics of viral load (VL) of the 2019 novel coronavirus (severe acute respiratory syndrome coronavirus 2) and its association with different clinical parameters remain poorly characterized in the US patient population. Herein, we investigate associations between VL and parameters, such as severity of symptoms, disposition (admission versus direct discharge), length of hospitalization, admission to the intensive care unit, length of need for oxygen support, and overall survival in a cohort of 205 patients from a tertiary care center in New York City. VL was determined using quantitative PCR and log10 transformed for normalization. Univariate and multivariate regression models were used to test these associations. We found that diagnostic viral load is significantly lower in hospitalized patients than in patients not hospitalized (log10 VL = 3.3 versus 4.0; P = 0.018) after adjusting for age, sex, race, body mass index, and comorbidities. Higher VL was associated with shorter duration of the symptoms in all patients and hospitalized patients only and shorter hospital stay (coefficient = -2.02, -2.61, and -2.18; P < 0.001, P = 0.002, and P = 0.013, respectively). No significant association was noted between VL, admission to intensive care unit, length of oxygen support, and overall survival. Our findings suggest a higher shedding risk in less symptomatic patients, an important consideration for containment strategies in severe acute respiratory syndrome coronavirus 2. Furthermore, we identify a novel association between viral load and history of cancer. Larger studies are warranted to validate our findings.
PMCID:7332909
PMID: 32628931
ISSN: 1525-2191
CID: 4531612

Metastasectomy for melanoma is associated with improved overall survival in responders to targeted molecular or immunotherapy

Medina, Benjamin D; Choi, Beatrix Hyemin; Rodogiannis, Kathy G; Moran, Una; Shapiro, Richard L; Pavlick, Anna; Osman, Iman; Berman, Russell S; Lee, Ann Y
BACKGROUND AND OBJECTIVES/OBJECTIVE:Metastasectomy for melanoma provides durable disease control in carefully selected patients. Similarly, BRAF-targeted and immune checkpoint inhibition has improved median overall survival (OS) in metastatic patients. We hypothesized that there is an increasing role for metastasectomy in melanoma patients responding to these therapies. METHODS:Retrospective analysis of a prospectively maintained database identified 128 patients with stage IV melanoma who received targeted molecular and/or checkpoint inhibitors at an academic institution from 2006 to 2017. Records were reviewed to characterize clinicopathologic characteristics, response to treatment, and intent of surgery for those who underwent metastasectomy. OS was analyzed by the Kaplan-Meier method. RESULTS:Median OS from stage IV diagnosis was 31.3 months. A total of 81 patients received checkpoint inhibitors, 11 received targeted inhibitors, and 36 received both. A total of 73 patients underwent metastasectomy. Indications for surgery included the intent to render disease-free (54%), palliation (34%), and diagnostic confirmation (11%). Responders to systemic therapy who underwent metastasectomy had improved OS compared to responders who did not (84.3 vs. 42.9 months, P = .018). CONCLUSIONS:Metastasectomy for melanoma is associated with improved OS in patients that respond to targeted molecular or immunotherapy. Resection should be strongly considered in this cohort as multimodality treatment results in excellent OS.
PMID: 32441371
ISSN: 1096-9098
CID: 4447072

Sequencing identifies multiple, early introductions of SARS-CoV2 to New York City Region

Maurano, Matthew T; Ramaswami, Sitharam; Westby, Gael; Zappile, Paul; Dimartino, Dacia; Shen, Guomiao; Feng, Xiaojun; Ribeiro-Dos-Santos, Andre M; Vulpescu, Nicholas A; Black, Margaret; Hogan, Megan; Marier, Christian; Meyn, Peter; Zhang, Yutong; Cadley, John; Ordonez, Raquel; Luther, Raven; Huang, Emily; Guzman, Emily; Serrano, Antonio; Belovarac, Brendan; Gindin, Tatyana; Lytle, Andrew; Pinnell, Jared; Vougiouklakis, Theodore; Boytard, Ludovic; Chen, John; Lin, Lawrence H; Rapkiewicz, Amy; Raabe, Vanessa; Samanovic-Golden, Marie I; Jour, George; Osman, Iman; Aguero-Rosenfeld, Maria; Mulligan, Mark J; Cotzia, Paolo; Snuderl, Matija; Heguy, Adriana
Effective public response to a pandemic relies upon accurate measurement of the extent and dynamics of an outbreak. Viral genome sequencing has emerged as a powerful approach to link seemingly unrelated cases, and large-scale sequencing surveillance can inform on critical epidemiological parameters. Here, we report the analysis of 236 SARS-CoV2 sequences from cases in the New York City metropolitan area during the initial stages of the 2020 COVID-19 outbreak. The majority of cases throughout the region had no recent travel history or known exposure, and genetically linked cases were spread throughout the region. Comparison to global viral sequences showed that the majority were most related to cases from Europe. Our data are consistent with numerous seed transmissions from multiple sources and a prolonged period of unrecognized community spreading. This work highlights the complementary role of real-time genomic surveillance in addition to traditional epidemiological indicators.
PMCID:7276014
PMID: 32511587
ISSN: n/a
CID: 4477902

TERT, BRAF, and NRAS mutational heterogeneity between paired primary and metastatic melanoma tumors

Chang, Gregory A; Wiggins, Jennifer M; Corless, Broderick C; Syeda, Mahrukh M; Tadepalli, Jyothirmayee S; Blake, Shria; Fleming, Nathaniel; Darvishian, Farbod; Pavlick, Anna; Berman, Russell; Shapiro, Richard; Shao, Yongzhao; Karlin-Neumann, George; Spittle, Cindy; Osman, Iman; Polsky, David
Mutational heterogeneity can contribute to therapeutic resistance in solid cancers. In melanoma, the frequency of inter- and intra-tumoral heterogeneity is controversial. We examined mutational heterogeneity within individual melanoma patients using multi-platform analysis of commonly mutated driver and non-passenger genes. We analyzed paired primary and metastatic tumors from 60 patients, and multiple metastatic tumors from 39 patients whose primary tumors were unavailable (n=271 tumors). We used a combination of multiplex SNaPshot assays, Sanger Sequencing, Mutation-specific PCR, or droplet digital PCR to determine the presence of BRAFV600, NRASQ61, and TERT-124C>T and TERT-146C>T mutations. Mutations were detected in BRAF (39%), NRAS (21%) and/or TERT (78%). Thirteen patients had TERTmutant discordant tumors; seven of these had a single tumor with both TERT-124C>T and TERT-146C>T mutations present at different allele frequencies. Two patients had both BRAF and NRAS mutations; one in different tumors and the other had a single tumor with both mutations. One patient with a BRAFmutant primary lacked mutant BRAF in least one of their metastases. Overall, we identified mutational heterogeneity in 18/99 (18%) patients. These results suggest that some primary melanomas may be comprised of subclones with differing mutational profiles. Such heterogeneity may be relevant to treatment responses and survival outcomes.
PMID: 32087194
ISSN: 1523-1747
CID: 4313462

WITHDRAWN: ASSOCIATION OF INITIAL VIRAL LOAD IN SARS-CoV-2 PATIENTS WITH OUTCOME AND SYMPTOMS

Argyropoulos, Kimon V; Serrano, Antonio; Hu, Jiyuan; Black, Margaret; Feng, Xiaojun; Shen, Guomiao; Call, Melissa; Kim, Min Jae; Lytle, Andrew; Belovarac, Brendan; Vougiouklakis, Theodore; Lin, Lawrence Hsu; Moran, Una; Heguy, Adriana; Troxel, Andrea; Snuderl, Matija; Osman, Iman; Cotzia, Paolo; Jour, George
The Publisher regrets that this article is an accidental duplication of an article that has already been published, https://doi.org/10.1016/j.ajpath.2020.07.001. The duplicate article has therefore been withdrawn. The full Elsevier Policy on Article Withdrawal can be found at https://www.elsevier.com/about/our-business/policies/article-withdrawal.
PMID: 32650002
ISSN: 1525-2191
CID: 4539692

The urgency of utilizing COVID-19 biospecimens for research in the heart of the global pandemic [Letter]

Osman, Iman; Cotzia, Paolo; Moran, Una; Donnelly, Douglas; Arguelles-Grande, Carolina; Mendoza, Sandra; Moreira, Andre
The outbreak of the novel coronavirus disease 2019 (COVID-19) and consequent social distancing practices have disrupted essential clinical research functions worldwide. Ironically, this coincides with an immediate need for research to comprehend the biology of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and the pathology of COVID-19. As the global crisis has already led to over 15,000 deaths out of 175,000 confirmed cases in New York City and Nassau County, NY alone, it is increasingly urgent to collect patient biospecimens linked to active clinical follow up. However, building a COVID-19 biorepository amidst the active pandemic is a complex and delicate task. To help facilitate rapid, robust, and regulated research on this novel virus, we report on the successful model implemented by New York University Langone Health (NYULH) within days of outbreak in the most challenging hot spot of infection globally. Using an amended institutional biobanking protocol, these efforts led to accrual of 11,120 patients presenting for SARS-CoV-2 testing, 4267 (38.4%) of whom tested positive for COVID-19. The recently reported genomic characterization of SARS-CoV-2 in the New York City Region, which is a crucial development in tracing sources of infection and asymptomatic spread of the novel virus, is the first outcome of this effort. While this growing resource actively supports studies of the New York outbreak in real time, a worldwide effort is necessary to build a collective arsenal of research tools to deal with the global crisis now, and to exploit the virus's biology for translational innovation that outlasts humanity's current dilemma.
PMCID:7266426
PMID: 32487093
ISSN: 1479-5876
CID: 4468952

Functional analysis of RPS27 mutations and expression in melanoma

Floristán, Alfredo; Morales, Leah; Hanniford, Douglas; Martinez, Carlos; Castellano-Sanz, Elena; Dolgalev, Igor; Ulloa-Morales, Alejandro; Vega-Saenz de Miera, Eleazar; Moran, Una; Darvishian, Farbod; Osman, Iman; Kirchhoff, Tomas; Hernando, Eva
Next-generation sequencing has enabled genetic and genomic characterization of melanoma to an unprecedent depth. However, the high mutational background plus the limited deep-coverage whole-genome sequencing performed on cutaneous melanoma samples, make difficult the identification of novel driver mutations. We sought to explore the somatic mutation portfolio in exonic and gene regulatory regions in human melanoma samples, for which we performed targeted sequencing of tumors and matched germline DNA samples from 89 melanoma patients, identifying known and novel recurrent mutations. Two recurrent mutations found in the RPS27 promoter associated with decreased RPS27 mRNA levels in vitro. Data mining and IHC analyses revealed a bimodal pattern of RPS27 expression in melanoma, with RPS27-low patients displaying worse prognosis. In vitro characterization of RPS27-high and -low melanoma cell lines, as well as loss-of-function experiments, demonstrated that high RPS27 status provides increased proliferative and invasive capacities, while low RPS27 confers survival advantage in low-attachment and resistance to therapy. Additionally, we demonstrate that 10 other cancer types harbor bimodal RPS27 expression and in those, similarly to melanoma, RPS27-low expression associates with worse clinical outcomes. RPS27 promoter mutation could thus represent a mechanism of gene expression modulation in melanoma patients, which may have prognostic and predictive implications.
PMID: 31663663
ISSN: 1755-148x
CID: 4162282

Oxidative phosphorylation promotes primary melanoma invasion

Salhi, Amel; Jordan, Alexander C; Bochaca, Irineu Illa; Izsak, Allison; Darvishian, Farbod; Houvras, Yariv; Giles, Keith M; Osman, Iman
Dermal invasion is a hallmark of malignant melanoma. Thought the molecular alterations driving the progression of primary melanoma to metastatic disease have been studied extensively, the early progression of non-invasive primary melanoma to an invasive state is poorly understood. To elucidate the mechanisms underlying the transition from radial to vertical growth, the first step in melanoma invasion, we developed a zebrafish melanoma model in which constitutive activation of ribosomal protein S6 kinase A1 (Rps6ka1; RSK1) drives tumor invasion. Transcriptomic analysis of ribosomal protein S6 kinase A1-activated tumors identified metabolic changes, including up-regulation of genes associated with oxidative phosphorylation. Vertical growth phase human melanoma cells show higher oxygen consumption and preferential utilization of glutamine compared to radial growth phase melanoma cells. Peroxisome proliferator activated receptor gamma (PPARG) coactivator 1 alpha (PPARGC1A), also known as PPARG coactivator-1α (PGC1α), has been proposed as a master regulator of tumor oxidative phosphorylation. In human primary melanoma specimens, PGC1α protein expression was found to be positively associated with increased tumor thickness and expression of the proliferative marker Ki-67 and the reactive oxygen species scavenger scavenger receptor class A member 3 . PGC1α depletion modulated cellular processes associated with primary melanoma growth and invasion, including oxidative stress. These results support a role for PGC1α in mediating glutamine-driven oxidative phosphorylation to facilitate the invasive growth of primary melanoma.
PMID: 32142731
ISSN: 1525-2191
CID: 4340052

Deep learning based on standard H&E images of primary melanoma tumors identifies patients at risk for visceral recurrence and death

Kulkarni, Prathamesh M; Robinson, Eric J; Sarin Pradhan, Jaya; Gartrell-Corrado, Robyn D; Rohr, Bethany R; Trager, Megan H; Geskin, Larisa J; Kluger, Harriet M; Wong, Pok Fai; Acs, Balazs; Rizk, Emanuelle M; Yang, Chen; Mondal, Manas; Moore, Michael R; Osman, Iman; Phelps, Robert; Horst, Basil A; Chen, Zhe S; Ferringer, Tammie; Rimm, David L; Wang, Jing; Saenger, Yvonne M
PURPOSE/OBJECTIVE:Biomarkers for disease specific survival (DSS) in early stage melanoma are needed to select patients for adjuvant immunotherapy and accelerate clinical trial design. We present a pathology-based computational method using a deep neural network architecture for DSS prediction. EXPERIMENTAL DESIGN/METHODS:The model was trained on 108 patients from four institutions and tested on 104 patients from Yale School of Medicine (YSM). A receiver operating characteristic (ROC) curve was generated based on vote aggregation of individual image sequences, an optimized cutoff was selected, and the computational model was tested on a third independent population of 51 patients from Geisinger Health Systems (GHS). RESULTS:Area under the curve (AUC) in the YSM patients was 0.905 (p<0.0001). AUC in the GHS patients was 0.880 (p<0.0001). Using the cutoff selected in the YSM cohort, the computational model predicted DSS in the GHS cohort based on Kaplan-Meier (KM) analysis (p<0.0001). CONCLUSIONS:The novel method presented is applicable to digital images, obviating the need for sample shipment and manipulation and representing a practical advance over current genetic and IHC-based methods.
PMID: 31636101
ISSN: 1078-0432
CID: 4169052