Page 138 - 20dynamics of cancer
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THEORY II                                                   123

                                From these parts, we can write the total age-specific incidence in the
                              population as
                                                        n−1     n−j−1
                                                ˙ z  u  j=0  p j (ut)  /n − j − 1!
                                          I =      =     n−1   n−i−1   j      ,
                                              1 − z                  (ut) /j!
                                                          i=0  p i  j=0
                              and the log-log acceleration as

                               LLA = t ˙ I/I
                                       ⎛                                                 ⎞
                                          n−2      n−j−2            n−2   n−i−2   j
                                           j=0  p j (ut)  /n − j − 2!  i=0  p i  j=0  (ut) /j!
                                   = ut  ⎝                                               ⎠ .
                                           n−1      n−j−1         −  n−1   n−i−1   j

                                           j=0  p j (ut)  /n − j − 1!  i=0  p i  j=0  (ut) /j!
                                Figure 7.2 shows that genetic heterogeneity will typically have little
                              effect on aggregate patterns of cancer. That figure assumes a common
                              genotype with n = 10 steps and a rare mutant genotype with n−j steps,
                              where j is the number of stages in progression by which the mutant
                              genotype is advanced at birth. If the mutant advances only by j = 1,
                              then the patterns differ little between the genotypes. If, however, n is
                              small, as for retinoblastoma, then advancing one step, j = 1, can have a
                              significant effect (not shown). Mutants are usually thought to advance
                              progression by just one stage (Knudson 2001; Frank 2005), although
                              relatively little direct evidence exists.
                                If mutants advance progression by j = 4 stages, then the mutants
                              can have a significant impact on aggregate patterns, as shown in the
                              middle column of Figure 7.2 in which the mutant occurs at a frequency
                              of 0.01. However, the mutant must not be too rare—the right column of
                              Figure 7.2 shows that genetic heterogeneity has little effect for j = 4, if
                              the mutant occurs at a frequency of 0.001.


                              COMPARISON BETWEEN GENOTYPES: RATE-LIMITING STEPS
                                Mutant genotypes may often have little effect on aggregate pattern, as
                              shown in the previous section. However, if one can track the incidence
                              patterns separately for different genotypes, then much can be learned by
                              comparison of incidence patterns between genotypes. Indeed, relative
                              incidence patterns between genotypes may be the most powerful way
                              to learn about cancer progression and the link between particular genes
                              and cancer risk (Knudson 1993, 2001; Frank 2005).
                                In the next chapter, I will compare retinoblastoma incidence in hu-
                              mans between normal individuals and those who carry a mutation to
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