Molecular Heterogeneity of Papillary Thyroid Cancer: Comparison of Primary Tumors and Synchronous Metastases in Regional Lymph Nodes by Mass Spectrometry Imaging
Intra-tumor heterogeneity results from both genetic heterogeneity of cancer (sub)clones and phenotypic plasticity of cancer cells that could be induced by different local microenvironments. Here, we used mass spectrometry imaging (MSI) to compare molecular profiles of primary tumors located in the thyroid gland and their synchronous metastases in regional lymph nodes to analyze phenotypic heterogeneity in papillary thyroid cancer. Two types of cancerous (primary tumor and metastasis) and two types of not cancerous (thyroid gland and lymph node) regions of interest (ROIs) were delineated in postoperative material from 11 patients, then the distribution of tryptic peptides (spectral components) was analyzed by MSI in all tissue regions. Moreover, tryptic peptides identified by shotgun proteomics in corresponding tissue lysates were matched to components detected by MSI to enable their hypothetical protein annotation. Unsupervised segmentation of all cancer ROIs revealed that different clusters dominated in tumor ROIs and metastasis ROIs. The intra-patient similarity between thyroid and tumor ROIs was higher than the intra-patient similarity between tumor and metastasis ROIs. Moreover, the similarity between tumor and its metastasis from the same patients was lower than similarities among tumors and among metastases from different patients (inter-patient similarity was higher for metastasis ROIs than for tumor ROIs). Components differentiating between tumor and its metastases were annotated as proteins involved in the organization of the cytoskeleton and chromatin, as well as proteins involved in immunity-related functions. We concluded that phenotypical heterogeneity between primary tumor and lymph node metastases from the same patient was higher than inter-tumor heterogeneity between primary tumors from different patients.
机构:
German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, GermanyGerman Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, Germany
Aichler, Michaela
Walch, Axel
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h-index: 0
机构:
German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, GermanyGerman Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, Germany
机构:
St Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, ItalySt Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, Italy
Bartolazzi, Armando
Sciacchitano, Salvatore
论文数: 0引用数: 0
h-index: 0
机构:
Sapienza Univ, Dept Clin & Mol Med, Policlin Umberto 1, Viale Regina Elena 324, I-00161 Rome, Italy
Niccolo Cusano Univ Fdn, Biomed Res Lab, Via Don Carlo Gnocchi 3, I-00166 Rome, ItalySt Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, Italy
Sciacchitano, Salvatore
D'Alessandria, Calogero
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Munich, Nukl Med Klin & Poliklin, Klinikum Rechts Isar, Ismaninger Str 22, D-81675 Munich, GermanySt Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, Italy
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Brannon, A. Rose
Vakiani, Efsevia
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Vakiani, Efsevia
Sylvester, Brooke E.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Sylvester, Brooke E.
Scott, Sasinya N.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Scott, Sasinya N.
McDermott, Gregory
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Weill Cornell Med Coll, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
McDermott, Gregory
Shah, Ronak H.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Shah, Ronak H.
Kania, Krishan
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Kania, Krishan
Viale, Agnes
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Genom Core Lab, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Viale, Agnes
Oschwald, Dayna M.
论文数: 0引用数: 0
h-index: 0
机构:
New York Genome Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Oschwald, Dayna M.
Vacic, Vladimir
论文数: 0引用数: 0
h-index: 0
机构:
New York Genome Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Vacic, Vladimir
Emde, Anne-Katrin
论文数: 0引用数: 0
h-index: 0
机构:
New York Genome Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Emde, Anne-Katrin
Cercek, Andrea
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Cercek, Andrea
Yaeger, Rona
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Yaeger, Rona
Kemeny, Nancy E.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Kemeny, Nancy E.
Saltz, Leonard B.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Saltz, Leonard B.
Shia, Jinru
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Shia, Jinru
D'Angelica, Michael I.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
D'Angelica, Michael I.
Weiser, Martin R.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Weiser, Martin R.
Solit, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USA
Weill Cornell Med Coll, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Solit, David B.
Berger, Michael F.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USA
Weill Cornell Med Coll, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Cornett, Dale S.
Reyzer, Michelle L.
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Reyzer, Michelle L.
Chaurand, Pierre
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Chaurand, Pierre
Caprioli, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
机构:
German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, GermanyGerman Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, Germany
Aichler, Michaela
Walch, Axel
论文数: 0引用数: 0
h-index: 0
机构:
German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, GermanyGerman Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Analyt Pathol, D-85764 Neuherberg, Germany
机构:
St Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, ItalySt Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, Italy
Bartolazzi, Armando
Sciacchitano, Salvatore
论文数: 0引用数: 0
h-index: 0
机构:
Sapienza Univ, Dept Clin & Mol Med, Policlin Umberto 1, Viale Regina Elena 324, I-00161 Rome, Italy
Niccolo Cusano Univ Fdn, Biomed Res Lab, Via Don Carlo Gnocchi 3, I-00166 Rome, ItalySt Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, Italy
Sciacchitano, Salvatore
D'Alessandria, Calogero
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Munich, Nukl Med Klin & Poliklin, Klinikum Rechts Isar, Ismaninger Str 22, D-81675 Munich, GermanySt Andrea Univ Hosp, Pathol Res Lab, Via Grottarossa 1035, I-00189 Rome, Italy
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Brannon, A. Rose
Vakiani, Efsevia
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Vakiani, Efsevia
Sylvester, Brooke E.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Sylvester, Brooke E.
Scott, Sasinya N.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Scott, Sasinya N.
McDermott, Gregory
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Weill Cornell Med Coll, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
McDermott, Gregory
Shah, Ronak H.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Shah, Ronak H.
Kania, Krishan
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Kania, Krishan
Viale, Agnes
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Genom Core Lab, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Viale, Agnes
Oschwald, Dayna M.
论文数: 0引用数: 0
h-index: 0
机构:
New York Genome Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Oschwald, Dayna M.
Vacic, Vladimir
论文数: 0引用数: 0
h-index: 0
机构:
New York Genome Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Vacic, Vladimir
Emde, Anne-Katrin
论文数: 0引用数: 0
h-index: 0
机构:
New York Genome Ctr, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Emde, Anne-Katrin
Cercek, Andrea
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Cercek, Andrea
Yaeger, Rona
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Yaeger, Rona
Kemeny, Nancy E.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Kemeny, Nancy E.
Saltz, Leonard B.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Saltz, Leonard B.
Shia, Jinru
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Shia, Jinru
D'Angelica, Michael I.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
D'Angelica, Michael I.
Weiser, Martin R.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Surg, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Weiser, Martin R.
Solit, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Dept Med, New York, NY 10065 USA
Weill Cornell Med Coll, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Solit, David B.
Berger, Michael F.
论文数: 0引用数: 0
h-index: 0
机构:
Mem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
Mem Sloan Kettering Canc Ctr, Human Oncol & Pathogenesis Program, New York, NY 10065 USA
Weill Cornell Med Coll, New York, NY 10065 USAMem Sloan Kettering Canc Ctr, Dept Pathol, New York, NY 10065 USA
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Cornett, Dale S.
Reyzer, Michelle L.
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Reyzer, Michelle L.
Chaurand, Pierre
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA
Chaurand, Pierre
Caprioli, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Vanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USAVanderbilt Univ, Med Ctr, Mass Spectrometry Res Ctr, Nashville, TN 37232 USA