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Carucci, John A.

https://orcid.org/0000-0001-6817-9439

Mayo Clinic

New York University

Citations 12

Prognostic Factors in Primary Head and Neck Cutaneous Squamous Cell Carcinoma: A Large‐Scale, Multi‐Institutional Competing‐Risks Analysis
Girardi, Fábio Muradás , Machado, Cristian David Cardona, Wysong, Ashley, Ran, Nina A., Granger, Emily , Koyfman, Shlomo A. , Vidimos, Allison T. , Carr, David R., Shahwan, Kathryn T. , Hirotsu, Kelsey E. , Carter, Joi B., Mangold, Aaron R., Srivastava, Divya, Brodland, David G., Zitelli, John A., Willenbrink, Tyler J., Jambusaria‐Pahlajani, Anokhi , Nijhawan, Rajiv I. , Ruiz, Emily S., Cañueto, Javier , Granger, Emily E , Willenbrink, Tyler J , Wysong, Ashley , Carr, David R., Carucci, John A. , Mangold, Aaron R. , Srivastava, Divya , Zitelli, John A. , Ruiz, Emily S.

Journal of Surgical Oncology | July 12, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1002/jso.70325 Get It

ABSTRACT Background Current staging systems for head and neck cutaneous squamous cell carcinoma (HNCSCC), such as AJCC8 and BWH, often fail to adequately stratify high‐risk patients, particularly due to the exclusion of important biological and host factors. This study aimed to identify independent prognostic factors for HNCSCC outcomes in the largest multi‐institutional retrospective series to date. Methods De‐identified data from 8,610 primary HNCSCC tumors, treated with curative intent surgery across multiple international centers, were analyzed. Outcomes included local recurrence (LR), locoregional metastasis (LM), distant metastasis (DM), and disease‐specific death (DSD). Multivariable Fine–Gray subdistribution hazard regression models with robust standard errors clustered at the patient level were fitted to generate exploratory hypotheses regarding independent hazard determinants. Results During a median follow‐up of 31.4 months (IQR 14.2–52.8), the cumulative incidence was 3.3% for LR, 2.7% for LM, 0.5% for DM, and 1.2% for DSD. Multivariable analysis confirmed that tumor diameter, poor differentiation, deep invasion, and large‐caliber perineural invasion (LCPNI) were the strongest predictors, being significantly associated with at least three of the four outcomes. Notably, factors currently excluded from or weighted differently in staging systems also proved critical: Immunosuppression was significantly associated with LR (SHR 2.03) and DSD (SHR 1.70); and lymphovascular invasion (LVI) was independently associated with LM (SHR 3.00). Poor differentiation demonstrated high prognostic impact, being a significant predictor for all four endpoints. Conclusion Tumor diameter, poor differentiation, deep invasion, LCPNI, immunosuppression status, and LVI are the most critical independent factors for HNCSCC prognosis. Our multi‐institutional data provide a robust framework for hypothesis generation, highlighting that incorporating host biological features and non‐anatomic variables could significantly refine future staging system discussions.
Consensus Guidelines for Staging and Surveillance Imaging in Cutaneous Squamous Cell Carcinoma
Kassamali, Bina , Schoenfeld, Jonathan D., Sethi, Rosh, Bakst, R H, Barker, C. A., Bradford, Carol R., Carr, David R., Chandra, Sunandana , Connolly, Karen L., Demer, Addison M. , Doonan, Bently, Emerick, Kevin, Friedman, Ben J. , Gali, Linna L., Galloway, Thomas J., Geiger, Jessica L., Kohen, Laurie, Koyfman, Shlomo, Kumar, Shweta Sharat, Learned, Kim O. , Leitenberger, Justin J., Lilley, Elizabeth J. , Lukens, John N. , Medina, Theresa , Mitra, Devarati , Ozog, David, Pashtan, Itai, Pham, Nancy , Powers, Molly, Srivastava, Divya, Taylor, Charlotte S., Witek, Matthew E. , Wysong, Ashley, Zander, David, Silk, Ann W., Jambusaria-Pahlajani, Anokhi, Ruiz, Emily S., Chen, Michelle , Kumar, Shweta S. , Schoenfeld, Jonathan D. , Barker, Christopher A. , Bhatt, Alok A. , Bradford, Carol R. , Bunch, Paul M. , Carr, David R., Carucci, John A. , Chen, Michelle , Connolly, Karen , Doonan, Bently P. , Emerick, Kevin S. , Friedman, Ben J. , Galloway, Thomas J. , Guenette, Jeffrey P. , Kelly, Hillary R. , Khushalani, Nikhil I. , Kohen, Laurie Linden, Leitenberger, Justin J. , Medina, Theresa M. , Pashtan, Itai , Patel, Vishal Anil , Srivastava, Divya , Swiecicki, Paul Loren , Wysong, Ashley, Silk, Ann Willman , Jambusaria‐Pahlajani, Anokhi , Ruiz, Emily S.

JAMA Dermatology | July 8, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1001/jamadermatol.2026.2163 Get It

Importance There is no consensus on staging and surveillance imaging for cutaneous squamous cell carcinoma (CSCC). Although imaging has been shown to affect management, broad recommendations from the National Comprehensive Cancer Network have led to variability in clinical practice. Objective To develop multidisciplinary consensus recommendations on the use of staging and surveillance imaging of localized CSCC. Evidence Review A multidisciplinary expert panel across academic and clinical practice settings convened a Delphi consensus, with 3 iterative survey rounds from January to June 2025. Data were analyzed from February 2025 to January 2026. Eligibility defined by at least 1 to 2 CSCC publications during the previous 5 years, involvement in a relevant clinical trial, experience treating at least 3 patients monthly with CSCC, and/or 5 years or longer of clinical practice. Fifty-four experts were invited and 45 (83%) completed all 3 rounds and were included in the final analysis. Structured Delphi surveys evaluated clinical scenarios, imaging modalities, and surveillance strategies for CSCC. Consensus and near-consensus recommendations were generated, defined as 80% or greater and 70% to 79% agreement, respectively. Findings The 45 participants (21 female individuals [47%] and 24 male individuals [53%]; 14 Asian individuals [31%], 1 multiracial individual [2%], and 30 White individuals [67%]) consisted of dermatology (15 [33%]), medical oncology (7 [16%]), radiation oncology (9 [20%]), radiology (9 [20%]), surgery (3 [7%]), and otolaryngology specialists (2 [4%]). The Delphi panel recommended staging and surveillance for CSCCs with at least a 15% risk of metastasis. Consensus or near consensus was reached to recommend staging and surveillance imaging for tumors with a concern for metastasis, bone invasion, invasion beyond subcutaneous fat, large-caliber nerve invasion, or a diameter of 4 cm or larger or the combination of tumors with poorly differentiated histology and any of the following: diameter of 2 cm or larger, lymphovascular invasion and subcutaneous fat invasion, or lymphovascular invasion and small-caliber perineural invasion. Computed tomography imaging was the preferred modality for nodal staging (38 [84%]) and surveillance (35 [78%]). For surveillance duration, consensus was reached to provide imaging for at least 2 years, and near consensus was reached for at least 3 years. Conclusions and Relevance This study provides an expert consensus–based framework to standardize imaging in localized CSCC that may inform future guidelines.
Validation of Current Staging Systems in HNCSCC : A Multinational Cohort Study
Girardi, Fábio Muradás , Machado, Cristian David Cardona , Wysong, Ashley, Ran, Nina A., Granger, Emily , Koyfman, Shlomo A. , Vidimos, Allison T. , Carr, David R. , Shahwan, Kathryn T., Hirotsu, Kelsey E. , Carter, Joi B., Mangold, Aaron R. , Brodland, David G., Zitelli, John A. , Willenbrink, Tyler J., Jambusaria‐Pahlajani, Anokhi , Nijhawan, Rajiv I. , Ruiz, Emily S. , Cañueto, Javier , Granger, Emily E , Shahwan, Kathryn T , Willenbrink, Tyler J , Mangold, A R , Wagner, Vivian Petersen , Wysong, Ashley , Carr, David R., Carucci, John A. , Srivastava, Divya

Head & Neck | July 25, 2025 | Volume: 47 | Issue: 12 | Pages: 3385-3393

10.1002/hed.28259 Get It

ABSTRACT Importance Risk stratification of cutaneous squamous cell carcinoma (CSCC) is central to effective management. Despite advancements in the 8th edition of the American Joint Committee on Cancer (AJCC8) staging system, the distinctiveness of T‐stages remains limited. Objective To evaluate the effectiveness of the Brigham and Women's Hospital (BWH) and the AJCC8 staging systems in predicting poor outcomes in head and neck (HN) CSCC. Design A retrospective, multinational cohort study of CSCCs diagnosed between January 10, 1991, and December 31, 2023. Setting Twelve centers across the United States (10), Spain (1), and Brazil (1). Participants Patients with invasive CSCC who underwent curative‐intent surgical treatment. Exclusions included cases of lip CSCC, cases with prior HN cancer with associated regional disease, patients with a history of chemotherapy/radiotherapy for other HN neoplasms, and recurrent primary tumors. Exposure Tumors were staged according to both the AJCC8 TNM staging system and the BWH tumor classification. Main Outcomes and Measures Local recurrence (LR), nodal recurrence (NR), distant recurrence (DR), and disease‐specific death (DSD). Results A total of 9852 excised tumors from 3168 patients were included. The 2 systems had comparable monotonicity and homogeneity. Significant differences could be observed in 5‐year cumulative incidence for DSD in both BWH and AJCC8, and also for LR in BWH. Higher T‐stages exhibited similar curves regarding NR and DR for both AJCC8 and BWH staging systems. Overall, we observed high specificity and NPV, low sensitivity and PPV, and moderately high c‐indices for both the BWH and AJCC8 staging systems in predicting the main outcomes for HNCSCC. Conclusion and Relevance Current AJCC8 and BWH staging systems can accurately predict survival in HNCSCC, although there are still important characteristics to be addressed in future staging systems for better stratification according to the other main outcomes.
Retrieval Augmented Generation–Enabled Large Language Model for Risk Stratification of Cutaneous Squamous Cell Carcinoma
Jairath, Neil , Cheraghlou, Shayan , Criscito, Maressa C. , Leibovit-Reiben, Zachary , Stockard, Alyssa , Doudican, Nicole , Mangold, Aaron R. , Stockard, Alyssa , Mangold, Aaron, Mangold, A R , Pahalyants, Vartan , Maas, Derek , Lee, Nayoung , Stevenson, Mary L. , Mehta, Apoorva , Leibovit‐Reiben, Zachary , Carucci, John A.

JAMA Dermatology | June 11, 2025 | Volume: 161 | Issue: 8 | Pages: 796

10.1001/jamadermatol.2025.1614 Get It

ImportanceThere exists substantial heterogeneity in outcomes within T stages for patients with cutaneous squamous cell carcinoma (cSCC).ObjectiveTo determine whether a customized generative pretrained transformer model, trained on a comprehensive dataset with more than 1 trillion parameters and equipped with relevant focused context and retrieval augmented generation (RAG), could excel in aggregating and interpreting vast quantities of data to develop a novel class-based risk stratification system that outperforms the current standards.Design, Setting, and ParticipantsTo build the RAG knowledge base, a systematic review of the literature was conducted that addressed risk factors for poor outcomes in cSCC. Using the RAG-enabled generative pretrained transformer (GPT) model, we developed a novel class-based risk stratification system that assigned point values for risk factors, culminating in a GPT-based prognostication system called the artificial intelligence–derived risk score (AIRIS). The system’s performance was validated on a combined prospective and retrospective cohort of 2379 primary cSCC tumors (1996-2023) with at least 36 months of follow-up, against Brigham and Women’s Hospital (BWH) and American Joint Committee on Cancer Staging Manual, eighth edition (AJCC8) systems in stratifying risk for locoregional recurrence (LR), nodal metastasis (NM), distant metastasis (DM), and disease-specific death (DSD).Main Outcomes and MeasuresPerformance metrics evaluated included distinctiveness, homogeneity, and monotonicity, as defined by the AJCC8, as well as sensitivity, specificity, positive predictive value, negative predictive value, accuracy, the area under the receiver operating characteristic curve, and concordance.ResultsThe median age at diagnosis was 73 (IQR, 64-81) years, with 38.5% female patients and 61.5% male patients. The AIRIS prognostication system demonstrated superior sensitivity across all outcomes (LR, 49.1%; NM, 73.7%; DM, 82.5%; and DSD, 72.2%) and the highest area under the receiver operating characteristic curve values (LR, 0.69; NM, 0.81; DM, 0.85; and DSD, 0.80), indicating significantly enhanced discriminative capability compared with the BWH and AJCC8 systems. While all systems were comparably distinctive, the AIRIS prognostication system consistently demonstrated the lowest proportion of tumors exhibiting poor outcomes in low-risk categories, suggesting its improved homogeneity and monotonicity.Conclusions and RelevanceThe results of this diagnostic study suggest that the AIRIS system outperforms the existing BWH and AJCC8 prognostication systems, potentially providing a more effective tool for predicting poor outcomes in cSCC. This study illustrates the potential of large language models in refining prognostic tools, offering implications for treating patients with cancer.
Risk Factor Number and Recurrence, Metastasis, and Disease-Related Death in Cutaneous Squamous Cell Carcinoma
Ran, Nina A., Granger, Emily , Brodland, David G., Cañueto, Javier , Carr, David R., Carter, Joi B., Hirotsu, Kelsey E. , Koyfman, Shlomo A. , Mangold, Aaron R. , Girardi, Fábio Muradás , Shahwan, Kathryn T. , Vidimos, Allison T. , Willenbrink, Tyler J., Wysong, Ashley, Ruiz, Emily S. , Mangold, A R , Granger, Emily E., Carucci, John A. , Srivastava, Divya , Wysong, Ashley

JAMA Dermatology | March 19, 2025 | Volume: 161 | Issue: 6 | Pages: 597

10.1001/jamadermatol.2025.0128 Get It

ImportanceCutaneous squamous cell carcinoma (CSCC) risk stratification is central to management, and physicians rely on tumor staging systems to estimate risk. The Brigham and Women’s Hospital (BWH) T staging system predicts risk based on 4 tumor risk factors (RFs). However, stage is not precisely associated with the number of RFs, as BWH stage T2b includes CSCCs with 2 and 3 RFs.ObjectiveTo determine how RF number is associated with the risk of recurrence, metastasis, and disease-related death.Design, Setting, and ParticipantsThis retrospective multination cohort study of CSCCs diagnosed between October 1, 1991, and July 19, 2023, was conducted at 12 centers in the US (10), Spain (1), and Brazil (1). Invasive CSCCs with confirmed negative margins longer than 14 days were included. Tumors were excluded if they were metastatic at presentation or received adjuvant therapy. Data were analyzed from October 2023 to August 2024.Interventions or ExposuresCSCCs were stratified by the number of the following RFs (0, 1, 2, 3, or 4): a diameter of 2 cm or larger, poorly differentiated histology, tumor extension beyond subcutaneous fat, and large caliber nerve invasion.Main Outcomes and MeasuresFive-year cumulative incidences of local recurrence, nodal metastasis, distant metastasis, and disease-specific death.ResultsA total of 16 844 CSCCs were included (5978 female individuals [35.5%]; median [IQR] age, 73.9 [65.7-81.8] years), with 0 (12 657 [75.1%]), 1 (2892 [17.2%]), 2 (1015 [6.0%]), 3 ( 225 [1.3%]) or 4 (55 [0.3%]) RFs. Median (IQ) follow up time was 33.6 (14.5-60.3) months. For local recurrence, the risk increased as the number of RF increased from 0 (1.7%; 95% CI, 1.5%-2.0%) to 1 (5.0%; 95% CI, 4.1%-5.9%) to 2 (8.8%; 95% CI, 7.0%-11.0%) to 3 (16.0%; 95% CI, 11.0%-22.0%) to 4 (33.0%; 95% CI, 19.0%-47.0%; P < .001 for between-group differences). This increase was also observed for nodal metastasis (0.6% [95% CI, 0.4%-0.7%] vs 3.6% [95% CI, 2.9%-4.4%] vs 11.0% [95% CI, 9.2%-13.0%] vs 20.0% [95% CI, 15.0%-26.0%] vs 28.0% [95% CI, 15.0%-42.0%], respectively; P < .001), distant metastasis (0.2% [95% CI, 0.1%-0.3%] vs 1.1% [95% CI, 0.7%-1.6%] vs 2.3% [95% CI, 1.4%-3.4%] vs 7.9% [95% CI, 4.6%-12.0%] vs 8.4% [95% CI, 2.6%-19.0%], respectively; P < .001), and disease-specific death (0.3% [95% CI, 0.2%-0.4%] vs 1.9% [95% CI, 1.4%-2.7%] vs 5.4% [95% CI, 4.0%-7.0%] vs 11.0% [95% CI, 6.7%-16.0%] vs 25% [95% CI, 12%-39%], respectively; P < .001). CSCCs with 3 RFs had higher cumulative incidences of local recurrence (1.6-fold), nodal metastasis (1.9-fold), distant metastasis (4.3-fold), and disease-specific death (1.9-fold) compared with those with 2 RFs.Conclusions and RelevanceThe results of this cohort study suggest that the number of RFs is an indicator of risk, and among BWH T2b tumors, those with 3 RFs represent a higher risk subset.
Establishing Consensus for Mohs Micrographic Surgical Techniques in the Treatment of Melanoma in Situ for Future Clinical Trials: A Modified Delphi Study
Curtis, K., Fakult, Nathan J., Strunck, Jennifer L. , Aasi, Sumaira Z. , Ahn, Christine , Alam, Murad, Bar, Anna, Behshad, Ramona, Bichakjian, Christopher K. , Bolotin, Diana, Boone, Susan L., Brewer, Jerry D., Carr, David R. , Castillo, Jason R., Christensen, Sean R. , Clark, Melanie A., Collins, Lindsey K., Demer, Addison M. , Eisen, Daniel B. , Feng, Hao , Firoz, Bahar, Grekin, Roy C. , Hirshburg, Jason M., Holmes, Todd, Huang, Conway C. , Jennings, Thomas , Konda, Sailesh , Leitenberger, Justin J. , Lewin, Jesse M., Ng, Elise, Orengo, Ida, Samie, Faramarz H. , Saylor, Drew K. , Soleymani, Teo, Tate, Jesalyn A. , Vidal, Nahid Y. , Vij, Alok , Wysong, Ashley , Xu, Yaohui G. , Carroll, Bryan T. , Curtis, Kristen K., Bordeaux, Jeremy S. , Carr, David R., Carucci, John A. , Jiang, Shang I. Brian , Maher, Ian A. , Sharon, Victoria R. , Swetter, Susan M. , Beek, Marta J. Van , Yu, Wesley Y.

Journal of the National Comprehensive Cancer Network | July 30, 2024 | Volume: 22 | Issue: 8 | Pages: No page available

10.6004/jnccn.2024.7036 Get It

Background: Mohs micrographic surgery (MMS) is a promising treatment modality for melanoma in situ (MIS). However, variations in surgical technique limit the generalizability of existing data and may impede future study of MMS in clinical trials. Methods: A modified Delphi method was selected to establish consensus on optimal MMS techniques for treating MIS in future clinical trials. The Delphi method was selected due to the limited current data, the wide range of techniques used in the field, and the intention to establish a standardized technique for future clinical trials. A literature review and interviews with experienced MMS surgeons were performed to identify dimensions of the MMS technique for MIS that (1) likely impacted costs or outcomes of the procedure, and (2) showed significant variability between surgeons. A total of 8 dimensions of technical variation were selected. The Delphi process consisted of 2 rounds of voting and commentary, during which 44 expert Mohs surgeons across the United States rated their agreement with specific recommendations using a Likert scale. Results: Five of eight recommendations achieved consensus in Round 1. All 3 of the remaining recommendations achieved consensus in Round 2. Techniques achieving consensus in Round 1 included the use of a starting peripheral margin of ≤5 mm, application of immunohistochemistry, frozen tissue processing, and resecting to the depth of subcutaneous fat. Consensus on the use of Wood’s lamp, dermatoscope, and negative tissue controls was established in Round 2. Conclusions: This study generated 8 consensus recommendations intended to offer guidance for Mohs surgeons treating MIS. The adoption of these recommendations will promote standardization to facilitate comparisons of aggregate data in multicenter clinical trials.
Standardizing Retrospective Observational Research in Cutaneous Squamous Cell Carcinoma
Cheraghlou, Shayan , Christensen, Sean R. , Walker, Joanna, Ferrándiz‐Pulido, Carla , Bibee, Kristin , Carter, Joi B., Samie, Faramarz H. , Carroll, Bryan T. , Vidimos, Allison T. , Baum, Christian L. , Leitenberger, Justin J. , Jambusaria‐Pahlajani, Anokhi , Ruiz, Emily S. , Carr, David R. , Shahwan, Kathryn T. , Stevenson, Mary L. , Bordeaux, Jeremy S. , Srivastava, Divya , Patel, Vishal Anil , Carucci, John A. , Carr, David R.

JAMA Dermatology | July 24, 2024 | Volume: 160 | Issue: 9 | Pages: 989

10.1001/jamadermatol.2024.2242 Get It

ImportanceCutaneous squamous cell carcinoma (CSCC) is the second most common malignant disease in the US. Although it typically carries a good prognosis, a subset of CSCCs are highly aggressive, carrying regional and distant metastatic potential. Due to its high incidence, this aggressive subset is responsible for considerable mortality, with an overall annual mortality estimated to equal or even surpass melanoma. Despite this morbidity, CSCC is excluded from national cancer registries, making it difficult to study its epidemiology and outcomes. Therefore, the bulk of the CSCC literature is composed of single-center and multi-institutional retrospective cohort analyses. Given variations in reporting measures and analyses in these studies, interpretability between studies and the ability to pool results are limited.ObjectiveTo define standardized reporting measures for retrospective CSCC studies.FindingsAn expert panel was convened to determine standardized guidelines for recording and analyzing retrospective CSCC data. A total of 13 dermatologists and dermatologic surgeons with more than 5 years of posttraining experience and considerable experience with performing CSCC outcomes research were recruited to the panel. Consensus recommendations were achieved for CSCC retrospective study reporting measures, definitions, and analyses.Conclusions and RelevanceThe recommendations in this report present the potential to standardize future CSCC retrospective studies. With such standardization, future work may have greater interstudy interpretability and allow for pooled analyses.