TY - JOUR
T1 - Multidimensional analysis integrating human t-cell signatures in lymphatic tissues with sex of humanized mice for prediction of responses after dendritic cell immunization
AU - Volk, Valery
AU - Reppas, Andreas I.
AU - Robert, Philippe A.
AU - Spineli, Loukia M.
AU - Sundarasetty, Bala Sai
AU - Theobald, Sebastian J.
AU - Schneider, Andreas
AU - Gerasch, Laura
AU - Roth, Candida Deves
AU - Klöss, Stephan
AU - Koehl, Ulrike
AU - von Kaisenberg, Constantin
AU - Figueiredo, Constanca
AU - Hatzikirou, Haralampos
AU - Meyer-Hermann, Michael
AU - Stripecke, Renata
N1 - Publisher Copyright:
© 2017 Volk, Reppas, Robert, Spineli, Sundarasetty, Theobald, Schneider, Gerasch, Deves Roth, Klöss, Koehl, Kaisenberg, Figueiredo, Hatzikirou, Meyer-Hermann and Stripecke.
PY - 2017/12/8
Y1 - 2017/12/8
N2 - Mice transplanted with human cord blood-derived hematopoietic stem cells (HSCs) became a powerful experimental tool for studying the heterogeneity of human immune reconstitution and immune responses in vivo. Yet, analyses of human T cell maturation in humanized models have been hampered by an overall low immune reactivity and lack of methods to define predictive markers of responsiveness. Long-lived human lentiviral induced dendritic cells expressing the cytomegalovirus pp65 protein (iDCpp65) promoted the development of pp65-specific human CD8+ T cell responses in NOD.Cg-Rag1tm1Mom-Il2rγtm1Wj humanized mice through the presentation of immune-dominant antigenic epitopes (signal 1), expression of co-stimulatory molecules (signal 2), and inflammatory cytokines (signal 3). We exploited this validated system to evaluate the effects of mouse sex in the dynamics of T cell homing and maturation status in thymus, blood, bone marrow, spleen, and lymph nodes. Statistical analyses of cell relative frequencies and absolute numbers demonstrated higher CD8+ memory T cell reactivity in spleen and lymph nodes of immunized female mice. In order to understand to which extent the multidimensional relation between organ-specific markers predicted the immunization status, the immunophenotypic profiles of individual mice were used to train an artificial neural network designed to discriminate immunized and non-immunized mice. The highest accuracy of immune reactivity prediction could be obtained from lymph node markers of female mice (77.3%). Principal component analyses further identified clusters of markers best suited to describe the heterogeneity of immunization responses in vivo. A correlation analysis of these markers reflected a tissue-specific impact of immunization. This allowed for an organ-resolved characterization of the immunization status of individual mice based on the identified set of markers. This new modality of multidimensional analyses can be used as a framework for defining minimal but predictive signatures of human immune responses in mice and suggests critical markers to characterize responses to immunization after HSC transplantation.
AB - Mice transplanted with human cord blood-derived hematopoietic stem cells (HSCs) became a powerful experimental tool for studying the heterogeneity of human immune reconstitution and immune responses in vivo. Yet, analyses of human T cell maturation in humanized models have been hampered by an overall low immune reactivity and lack of methods to define predictive markers of responsiveness. Long-lived human lentiviral induced dendritic cells expressing the cytomegalovirus pp65 protein (iDCpp65) promoted the development of pp65-specific human CD8+ T cell responses in NOD.Cg-Rag1tm1Mom-Il2rγtm1Wj humanized mice through the presentation of immune-dominant antigenic epitopes (signal 1), expression of co-stimulatory molecules (signal 2), and inflammatory cytokines (signal 3). We exploited this validated system to evaluate the effects of mouse sex in the dynamics of T cell homing and maturation status in thymus, blood, bone marrow, spleen, and lymph nodes. Statistical analyses of cell relative frequencies and absolute numbers demonstrated higher CD8+ memory T cell reactivity in spleen and lymph nodes of immunized female mice. In order to understand to which extent the multidimensional relation between organ-specific markers predicted the immunization status, the immunophenotypic profiles of individual mice were used to train an artificial neural network designed to discriminate immunized and non-immunized mice. The highest accuracy of immune reactivity prediction could be obtained from lymph node markers of female mice (77.3%). Principal component analyses further identified clusters of markers best suited to describe the heterogeneity of immunization responses in vivo. A correlation analysis of these markers reflected a tissue-specific impact of immunization. This allowed for an organ-resolved characterization of the immunization status of individual mice based on the identified set of markers. This new modality of multidimensional analyses can be used as a framework for defining minimal but predictive signatures of human immune responses in mice and suggests critical markers to characterize responses to immunization after HSC transplantation.
KW - Artificial neural network
KW - Cord blood
KW - Dendritic cell
KW - Gender
KW - Hematopoietic stem cell transplantation
KW - Humanized mice
KW - Lymphatic
KW - T cell maturation
UR - http://www.scopus.com/inward/record.url?scp=85037547193&partnerID=8YFLogxK
U2 - 10.3389/fimmu.2017.01709
DO - 10.3389/fimmu.2017.01709
M3 - Article
AN - SCOPUS:85037547193
SN - 1664-3224
VL - 8
JO - Frontiers in Immunology
JF - Frontiers in Immunology
IS - DEC
M1 - 1709
ER -