TY - GEN
T1 - In Vivo Diagnosis of Metastasis in Cervical Lymph Nodes Using Backscatter Coefficients
AU - Valenzuela, Gloria
AU - Laimes, Rosa
AU - Chavez, Imelda
AU - Salazar, Claudia
AU - Bellido, Eduardo Gonzales
AU - Tirado, Indira
AU - Pinto, Joseph
AU - Guerrero, Jorge
AU - Lavarello, Roberto J.
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/12/17
Y1 - 2018/12/17
N2 - Lymph nodes characterization plays an important role in cancer staging and detecting local or distant recurrences. Previous studies have demonstrated the usefulness of ultrasound backscatter coefficients (BSCs) at high frequencies (16.4 - 33.6 MHz) for detecting micro-metastasis of colorectal, gastric and breast cancers in lymph nodes. However, these studies were conducted ex vivo. In this work, the feasibility of diagnosing metastatic cervical lymph nodes in vivo using BSCs within a clinical frequency range (3.5 - 10 MHz) was evaluated. The reference phantom method was used to estimate the BSC curves from 24 patients examined in a local oncology center for suspicious cervical nodes (metastatic spread at diagnosis or tumor recurrence). For all cases, the diagnosis was provided by a trained histopathologist through confirmatory biopsies. Classification was performed using linear logistic regression with leave-one-out cross-validation and operating points chosen to maximize Youden's index in the corresponding ROC curves. Overall, 12 out of 24 cases had malignant infiltration (50%). The BSC slope and intercept values for the malignant cases were higher and lower than the ones of the benign cases, respectively. Classification using both parameters resulted in a sensitivity of 91.7% and a specificity of 75%. This study presents the first report of in vivo assessment of lymph nodes for metastatic infiltration using BSCs. The preliminary results suggest that it may be possible to discriminate between benign and malignant nodes using BSCs in vivo.
AB - Lymph nodes characterization plays an important role in cancer staging and detecting local or distant recurrences. Previous studies have demonstrated the usefulness of ultrasound backscatter coefficients (BSCs) at high frequencies (16.4 - 33.6 MHz) for detecting micro-metastasis of colorectal, gastric and breast cancers in lymph nodes. However, these studies were conducted ex vivo. In this work, the feasibility of diagnosing metastatic cervical lymph nodes in vivo using BSCs within a clinical frequency range (3.5 - 10 MHz) was evaluated. The reference phantom method was used to estimate the BSC curves from 24 patients examined in a local oncology center for suspicious cervical nodes (metastatic spread at diagnosis or tumor recurrence). For all cases, the diagnosis was provided by a trained histopathologist through confirmatory biopsies. Classification was performed using linear logistic regression with leave-one-out cross-validation and operating points chosen to maximize Youden's index in the corresponding ROC curves. Overall, 12 out of 24 cases had malignant infiltration (50%). The BSC slope and intercept values for the malignant cases were higher and lower than the ones of the benign cases, respectively. Classification using both parameters resulted in a sensitivity of 91.7% and a specificity of 75%. This study presents the first report of in vivo assessment of lymph nodes for metastatic infiltration using BSCs. The preliminary results suggest that it may be possible to discriminate between benign and malignant nodes using BSCs in vivo.
KW - backscatter coefficients
KW - lymph node metastasis
KW - quantitative ultrasound
UR - http://www.scopus.com/inward/record.url?scp=85060574195&partnerID=8YFLogxK
U2 - 10.1109/ULTSYM.2018.8579850
DO - 10.1109/ULTSYM.2018.8579850
M3 - Conference contribution
AN - SCOPUS:85060574195
T3 - IEEE International Ultrasonics Symposium, IUS
BT - 2018 IEEE International Ultrasonics Symposium, IUS 2018
PB - IEEE Computer Society
T2 - 2018 IEEE International Ultrasonics Symposium, IUS 2018
Y2 - 22 October 2018 through 25 October 2018
ER -