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Research ArticleAdult Brain

Presurgical Identification of Primary Central Nervous System Lymphoma with Normalized Time-Intensity Curve: A Pilot Study of a New Method to Analyze DSC-PWI

A. Pons-Escoda, A. Garcia-Ruiz, P. Naval-Baudin, M. Cos, N. Vidal, G. Plans, J. Bruna, R. Perez-Lopez and C. Majos
American Journal of Neuroradiology October 2020, 41 (10) 1816-1824; DOI: https://doi.org/10.3174/ajnr.A6761
A. Pons-Escoda
aRadiology Department (A.P.-E., P.N.-B., M.C., C.M.), Institut de Diagnòstic per la Imatge, Hospital Universitari de Bellvitge. L’Hospitalet de Llobregat, Barcelona, Spain
fNeurooncology Unit (A.P.-E., N.V., G.P., J.B., C.M.), Insitut Català d’Oncologia, Institut d’Investigació Biomèdica de Bellvitge, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
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  • ORCID record for A. Pons-Escoda
A. Garcia-Ruiz
bRadiomics Group (A.G.-R., R.P.-L.), Vall d’Hebron Institut d’Oncologia, Barcelona, Spain
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P. Naval-Baudin
aRadiology Department (A.P.-E., P.N.-B., M.C., C.M.), Institut de Diagnòstic per la Imatge, Hospital Universitari de Bellvitge. L’Hospitalet de Llobregat, Barcelona, Spain
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M. Cos
aRadiology Department (A.P.-E., P.N.-B., M.C., C.M.), Institut de Diagnòstic per la Imatge, Hospital Universitari de Bellvitge. L’Hospitalet de Llobregat, Barcelona, Spain
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N. Vidal
cPathology Department (N.V.), Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
fNeurooncology Unit (A.P.-E., N.V., G.P., J.B., C.M.), Insitut Català d’Oncologia, Institut d’Investigació Biomèdica de Bellvitge, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
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G. Plans
dNeurosurgery Department (G.P.), Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
fNeurooncology Unit (A.P.-E., N.V., G.P., J.B., C.M.), Insitut Català d’Oncologia, Institut d’Investigació Biomèdica de Bellvitge, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
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J. Bruna
eNeurology Department (J.B.), Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
fNeurooncology Unit (A.P.-E., N.V., G.P., J.B., C.M.), Insitut Català d’Oncologia, Institut d’Investigació Biomèdica de Bellvitge, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
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R. Perez-Lopez
bRadiomics Group (A.G.-R., R.P.-L.), Vall d’Hebron Institut d’Oncologia, Barcelona, Spain
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C. Majos
aRadiology Department (A.P.-E., P.N.-B., M.C., C.M.), Institut de Diagnòstic per la Imatge, Hospital Universitari de Bellvitge. L’Hospitalet de Llobregat, Barcelona, Spain
fNeurooncology Unit (A.P.-E., N.V., G.P., J.B., C.M.), Insitut Català d’Oncologia, Institut d’Investigació Biomèdica de Bellvitge, Hospital Universitari de Bellvitge, L’Hospitalet de Llobregat, Barcelona, Spain
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  • FIG 1.
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    FIG 1.

    Solid (A and B) and necrotic (D and E) tumors and respective NAWM segmentations on axial CE-T1WI (A and D) and coregistered on DSC-PWI (B and E). Resultant raw curves by averaging the TIC for each voxel within the segmented areas (C and F), noncomparable due to differences in time, intensity, baseline, or initial point of the descending curve. Exemplification of the parameters used to normalize the curves, MSID, and TTP-TTA, relative to NAWM (G). Resultant normalized tumor curves, superimposable and comparable point by point (H). Curves with the exact same number of time-matching points and sharing common units of time (relative to TTP-TTA of the NAWM) and intensity (relative to MSID of the NAWM).

  • FIG 2.
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    FIG 2.

    Normalized mean tumor curves for each type (PCNSL, glioblastoma, anaplastic astrocytoma, metastasis, and meningioma) obtained in the training subset (A). The curves are superimposable and comparable in a single graphic. This format provides a user-friendly tool for visual comparison of curves. Paired comparisons of normalized mean tumor curves for PCNSL against glioblastoma (B), anaplastic astrocytoma (C), metastasis (D), and meningioma (E), as well as representation of the 5 stepwise selected discriminatory TTP-TTA time points per pair (black dots).

  • FIG 3.
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    FIG 3.

    Example of clinical applicability on a “real” problem case. Axial CE-T1WI of 2 different patients (A and D) depicting 2 subcortical right frontal, solid enhancing tumors. PCNSL and anaplastic astrocytoma may be diagnostic possibilities to consider. Tumor normalized curves of each case overlapped to PCNSL, and anaplastic astrocytoma mean curves for visual assessment (B and E) show that the case in the upper row has similarities with PCNSL while in contrast, the case in the lower row has similarities with anaplastic astrocytoma. Representation of the classifier results on a scatterplot (C and F) demonstrates that the case in the upper row remains on the inferior side and may likely be a PCNSL, while the case in the lower row is more likely to be an anaplastic astrocytoma. We pathologically confirmed both diagnoses: case in the upper row, PCNSL; case in the lower row, anaplastic astrocytoma.

  • FIG 4.
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    FIG 4.

    Example of clinical applicability on a “real” problem case. Axial CE-T1WI of 2 different patients with similar tumors (A and D): well defined, solid, avidly enhancing and right frontal peripherally located. PCNSL and meningioma were the 2 main diagnostic options considered. The tumor normalized curve of each case overlapping with PCNSL and meningioma mean curves (B and E) show that the case in the upper row is similar to PCNSL while the case in the lower row is close to meningioma. Representation of the classifier results on the scatterplot (C and F) suggests that the cases are likely to be PCNSL and meningioma, respectively. We pathologically confirmed both diagnoses: case in the upper row, PCNSL, case in the lower row, meningioma.

Tables

  • Figures
  • Summary of the results in training and test subsets

    AUCAccuracySensitivitySpecificity
    PCNSL vs GB
     Training0.9688% (60/68)88% (29/33)89% (31/35)
     Test0.9693% (25/27)93% (13/14)92% (12/13)
    PCNSL vs AA
     Training0.8674% (46/62)76% (25/33)72% (21/29)
     Test0.8371% (17/24)93% (13/14)60% (6/10)
    PCNSL vs MET
     Training0.9281% (56/69)81% (26/32)81% (30/37)
     Test0.9593% (25/27)100% (14/14)85% (11/13)
    PCNSL vs MEN
     Training1.0097% (67/69)97% (32/33)97% (35/36)
     Test0.9396% (27/28)100% (14/14)93% (13/14)
    • Note:—GB indicates glioblastoma; AA, anaplastic astrocytoma; MET, metastasis; MEN, meningioma.

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American Journal of Neuroradiology: 41 (10)
American Journal of Neuroradiology
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A. Pons-Escoda, A. Garcia-Ruiz, P. Naval-Baudin, M. Cos, N. Vidal, G. Plans, J. Bruna, R. Perez-Lopez, C. Majos
Presurgical Identification of Primary Central Nervous System Lymphoma with Normalized Time-Intensity Curve: A Pilot Study of a New Method to Analyze DSC-PWI
American Journal of Neuroradiology Oct 2020, 41 (10) 1816-1824; DOI: 10.3174/ajnr.A6761

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Presurgical Identification of Primary Central Nervous System Lymphoma with Normalized Time-Intensity Curve: A Pilot Study of a New Method to Analyze DSC-PWI
A. Pons-Escoda, A. Garcia-Ruiz, P. Naval-Baudin, M. Cos, N. Vidal, G. Plans, J. Bruna, R. Perez-Lopez, C. Majos
American Journal of Neuroradiology Oct 2020, 41 (10) 1816-1824; DOI: 10.3174/ajnr.A6761
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