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Giambattista Salinari and Gustavo De Santis

                                        A third form of distortion can be generated by a change in the frailty of the cohorts un-
                                      der scrutiny (Salinari and De Santis, 2015). The progressive reduction in infant, child and
                                      juvenile mortality may have weakened the selection process that takes place at very young
                                      ages. If frailer individuals are systematically associated  with  an  earlier onset of ageing,
                                      their increased proportions among the adults observed in this study (aged 25  years and
                                      over) may be responsible for the earlier onset of ageing that has been observed. However,
                                      the few estimates produced on this issue demonstrated that the variance of frailty declined
                                      instead of increasing in more recent cohorts (Salinari and De Santis, 2014).
                                        In a Gompertz-Makeham framework, the anticipation of the ageing onset may be ex-
                                      plained by a reduction in “background mortality”. The Gompertz-Makeham model (Ma-
                                      keham, 1860) stems from the Gompertz model where senescent (or age-dependent) mor-
                                      tality is  accompanied  by an  age-independent (or background)  component  of mortality
                                      (Bongaarts, 2005). In this setting, a decrease in background mortality may seem to trigger
                                      an  earlier onset of ageing  because senescent  mortality becomes stronger than  the back-
                                      ground mortality at an earlier age. But the apparently intuitive notion of an age-indepe-
                                      ndent component of mortality has thus far not been supported by the empirical analysis of
                                      the causes of death (Carnes, Holden, Olshansky et al., 2006). Finally, Figure 2 which is a
                                      plain description of what can be observed, with no statistics involved, strongly suggested
                                      that the anticipation of ageing is not a statistical artifact.
                                        Rate of ageing: Several empirical studies showed that in a Gompertzian framework, the
                                      rate of ageing is higher in recent than in older cohorts (Finch, Beltrán-Sánchez and Crim-
                                      mins, 2014). But these results may be partly biased by selection: the more rapid elimina-
                                      tion of the frailest causes cohort mortality to decelerate at older ages (Vaupel, Manton and
                                      Stallard, 1979), an effect that is arguably stronger when mortality is high that is, in older
                                      cohorts.
                                        In order to remove this spurious negative correlation between (initial) mortality and the
                                      rate of ageing we adopted two strategies. First, we estimated the parameters of the Gom-
                                      pertz model in an age range between 75 and 89 years when selection is still weak. This
                                      method, rudimentary as it may be, has a great advantage over all available alternatives as it
                                      does not require any assumptions on the initial distribution of frailty. The second strategy
                                      was by using the Gamma-Gompertz model, where selection is kept under control - under
                                      the hypothesis that frailty is Gamma distributed.
                                        In both cases we obtained similar results, the rate of ageing is higher in recent cohorts.
                                      If we had controlled for period effects as in Salinari and De Santis (2014) for instance, our
                                      conclusions would have been reinforced because of the strong decline in mortality in the
                                      past decades, thanks to medical innovations.
                                        In short, both results (anticipation and acceleration of ageing) did not seem to depend
                                      on the tools used for the analysis. To the best of our knowledge, the most convincing at-
                                      tempt at an explanation that can be advanced at the moment relates to nutrition – ageing
                                      may be triggered or at least stimulated by an abundance of food as the lab experiments on
                                      animals suggest.
                                        Our results are admittedly preliminary as none of the indicators used in this paper to
                                      measure ageing and its speed is perfect and the association between ageing and nutrition is
                                      only indirectly suggested and were not proven. We offered both conjectures (ageing is ac-
                                      celerating and this acceleration is at least partly due to nutrition) to researchers to carry out
                                      more stringent tests.

                                      Supporting Information

                                      The Supporting Information is available free of charge on the IJPS website at

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