The landscape of metastatic progression patterns across major human cancers

The majority of patients with solid malignancies die from metastatic burden. However, our current understanding of the mechanisms and resulting patterns of dissemination is limited. Here, we analyzed patterns of metastatic progression across 16 major cancer types in a cohort of 1008 patients with metastatic cancer autopsied between 2000 and 2013 to assess cancer specific progression patterns of disease and related risk predictions. The frequency and location of metastases were evaluated in and across 1) 16 major cancers, 2) smoking- and non-smoking-related cancers and 3) adeno- and squamous cell carcinoma. Associations between primary and secondary sites were analyzed by the fractional and the relative risk methods. We detected significantly different cancer specific patterns of metastatic progression with specific relative risk profiles for secondary site involvement. Histology and smoking etiology influenced these patterns. Backward analysis showed that metastatic patterns help to predict unknown primary sites. Solid malignancies maintain a unique and recurrent organ tropism to specific secondary sites which does not appear to be strongly influenced by advances in cancer medicine as shown by comparison with previous data sets. The delineated landscape of metastatic progression patterns is a comprehensive data resource to both clinical and basic scientists which aids fostering new hypotheses for cancer research and cancer therapies.

[1]  S. French,et al.  Metastatic patterns of cancers: results from a large autopsy study. , 2009, Archives of pathology & laboratory medicine.

[2]  I. Fidler,et al.  The pathogenesis of cancer metastasis , 1980, Nature.

[3]  C. Klein Selection and adaptation during metastatic cancer progression , 2013, Nature.

[4]  T. Holland-Letz,et al.  Co-expression of MET and CD47 is a novel prognosticator for survival of luminal-type breast cancer patients , 2014, Oncotarget.

[5]  R. Ferris,et al.  Impact of nodal status and tumor burden in sentinel lymph nodes on the clinical outcomes of cancer patients , 2011, Journal of surgical oncology.

[6]  R Core Team,et al.  R: A language and environment for statistical computing. , 2014 .

[7]  N. Dubrawsky Cancer statistics , 1989, CA: a cancer journal for clinicians.

[8]  W. Halsted I. The Results of Radical Operations for the Cure of Carcinoma of the Breast. , 1907, Annals of surgery.

[9]  I. Nagtegaal,et al.  Metastatic pattern in colorectal cancer is strongly influenced by histological subtype. , 2014, Annals of oncology : official journal of the European Society for Medical Oncology.

[10]  A. Jemal,et al.  Cancer statistics, 2014 , 2014, CA: a cancer journal for clinicians.

[11]  Paolo Vineis,et al.  Impact of cigarette smoking on cancer risk in the European prospective investigation into cancer and nutrition study. , 2012, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[12]  Yeu‐Tsu N. Lee,et al.  Patterns of metastasis and natural courses of breast carcinoma , 2004, Cancer and Metastasis Reviews.

[13]  M. Detmar,et al.  Interaction of tumor cells and lymphatic vessels in cancer progression , 2012, Oncogene.

[14]  Norman Goldstein,et al.  Metastases in carcinoma. Analysis of 1000 autopsied cases , 1950, Cancer.

[15]  Z. Werb,et al.  Roadblocks to translational advances on metastasis research , 2013, Nature Medicine.

[16]  S. Duffy,et al.  Patterns of metastatic spread in early breast cancer. , 2013, Breast.

[17]  J. Massagué,et al.  Review Origins of Metastatic Traits , 2022 .

[18]  J. Werner,et al.  Clinical patterns of metastasis , 2006, Cancer and Metastasis Reviews.

[19]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[20]  F. Hirsch,et al.  Metastatic patterns in small-cell lung cancer: correlation of autopsy findings with clinical parameters in 537 patients. , 1987, Journal of clinical oncology : official journal of the American Society of Clinical Oncology.

[21]  Tim Holland-Letz,et al.  Identification of a population of blood circulating tumor cells from breast cancer patients that initiates metastasis in a xenograft assay , 2013, Nature Biotechnology.

[22]  C. Görg,et al.  Splenic metastases in a large unselected autopsy series. , 2006, Pathology, research and practice.

[23]  J. Massagué,et al.  Cancer Metastasis: Building a Framework , 2006, Cell.

[24]  J. Sørensen,et al.  Metastatic pattern in adenocarcinoma of the lung. An autopsy study from a cohort of 137 consecutive patients with complete resection. , 1995, The Journal of thoracic and cardiovascular surgery.

[25]  C. Garbe,et al.  Micrometastasis of a Sentinel Lymph Node in Cutaneous Melanoma Is a Significant Prognostic Factor for Disease‐Free Survival, Distant‐Metastasis‐Free Survival, and Overall Survival , 2004, Dermatologic surgery : official publication for American Society for Dermatologic Surgery [et al.].

[26]  M. Didolkar,et al.  Metastatic pattern of malignant melanoma. A study of 216 autopsy cases. , 1978, American journal of surgery.

[27]  H. Moch,et al.  Metastatic patterns of prostate cancer: an autopsy study of 1,589 patients. , 2000, Human pathology.

[28]  N. McGranahan,et al.  The causes and consequences of genetic heterogeneity in cancer evolution , 2013, Nature.

[29]  C. Klein,et al.  Parallel progression of primary tumours and metastases , 2009, Nature Reviews Cancer.

[30]  J. Sørensen,et al.  Metastatic pattern at autopsy in non-resectable adenocarcinoma of the lung--a study from a cohort of 259 consecutive patients treated with chemotherapy. , 1997, Acta oncologica.

[31]  Agnes W. O'Brien Seed and Soil , 1905, The Elementary School Teacher.

[32]  David J. Galas,et al.  RCytoscape: tools for exploratory network analysis , 2013, BMC Bioinformatics.

[33]  W. Weichert,et al.  Who Is at Risk for Diagnostic Discrepancies? Comparison of Pre- and Postmortal Diagnoses in 1800 Patients of 3 Medical Decades in East and West Berlin , 2012, PloS one.

[34]  Larry Norton,et al.  Clinical implications of cancer self-seeding , 2011, Nature Reviews Clinical Oncology.

[35]  G. Warren,et al.  The biologic effects of cigarette smoke on cancer cells , 2014, Cancer.

[36]  R. Weinberg,et al.  A Perspective on Cancer Cell Metastasis , 2011, Science.

[37]  Wei Wei,et al.  Metastatic patterns in adenocarcinoma , 2006, Cancer.

[38]  Serena Nik-Zainal,et al.  Mechanisms underlying mutational signatures in human cancers , 2014, Nature Reviews Genetics.

[39]  A. D. Van den Abbeele,et al.  Metastatic pattern of bladder cancer: correlation with the characteristics of the primary tumor. , 2011, AJR. American journal of roentgenology.

[40]  C. Compton,et al.  The American Joint Committee on Cancer: the 7th Edition of the AJCC Cancer Staging Manual and the Future of TNM , 2010, Annals of Surgical Oncology.

[41]  J. Torhorst,et al.  Metastatic patterns of renal carcinoma: An analysis of 687 necropsies , 2004, Journal of Cancer Research and Clinical Oncology.

[42]  P. Nowell The clonal evolution of tumor cell populations. , 1976, Science.

[43]  D. Hanahan,et al.  Hallmarks of Cancer: The Next Generation , 2011, Cell.

[44]  Carsten Denkert,et al.  Comprehensive analysis of clinico-pathological data reveals heterogeneous relations between atherosclerosis and cancer , 2014, Journal of Clinical Pathology.

[45]  I. Macdonald,et al.  Metastasis: Dissemination and growth of cancer cells in metastatic sites , 2002, Nature Reviews Cancer.

[46]  R. Reznek,et al.  Cancer of unknown primary site. , 2008, Clinical medicine.

[47]  Klaus Pantel,et al.  Tumor metastasis: moving new biological insights into the clinic , 2013, Nature Medicine.

[48]  S Paget,et al.  THE DISTRIBUTION OF SECONDARY GROWTHS IN CANCER OF THE BREAST. , 1889 .

[49]  A. Barabasi,et al.  Cancer metastasis networks and the prediction of progression patterns , 2009, British Journal of Cancer.

[50]  George Poste,et al.  The "seed and soil" hypothesis revisited. , 2008, The Lancet. Oncology.

[51]  C. Klein,et al.  Metastasis Awakening: The challenges of targeting minimal residual cancer , 2013, Nature Medicine.