typically cause no network changes, occasionally cause small network changes and rarely
set off a cascade of changes in the initial network and those it interacts with (Bak, How
Nature Works 1999). By analogy, individual grains of sand dropped on a sandpile usually
have no apparent impact, occasionally cause small avalanches and rarely cause the entire
sandpile to collapse. Dropping a single grain of sand with no apparent impact causes small
structural changes in the sandpile that ultimately may enable an additional grain to set off an
avalanche. It is important to focus on the sandpile itself as the functional unit, not the grain of
sand (Bak, How Nature Works 1999). Similarly, cellular networks are the functional unit
when studying malignancy, not the individual mutations.
Self-organized criticality is nature’s way of making enormous transformations over a short
time scale based on individual factors often thought too trivial to consider. In punctuated
equilibrium of species, one sees prolonged periods of apparent stasis (i.e. no new species),
followed by bursts of new species (Eldredge & Gould 1972). During the “quiet” periods,
minor changes are accumulating. Similarly, human cellular networks have long periods with
accumulation of minor changes with no apparent clinical or microscopic changes, followed by
bursts of activity leading to obvious premalignant or malignant changes (Cross 2016). Self-
organized criticality contrasts with the theory of gradualism, in which major changes occur
due to the steady accumulation of small changes that produce visible differences.
Gradualism is logical and predictable and was promoted by Darwin (Gould 1983) but it does
not accurately describe evolution or malignant progression (Sun 2018).
How does cancer due to chronic random stress differ from other cancers?
Cancer due to random chronic stress differs from cancers caused by traditional risk factors,
such as cigarette smoking, in two important ways. First, the rate of cancer due to random
chronic stress is much lower. We previously estimated the rate of lung cancer due to random
chronic stress at 2 cases per 100,000 men and women per year, compared with the current
age adjusted US incidence of lung cancer, due primarily to cigarette smoking, of 54 cases
per 100,000 (Pernick 2018). However, random chronic stress may account for 50-70% of
lung cancer cases in nonsmokers in North America and Europe (Pernick 2018). For
pancreatic cancer, random chronic stress is also estimated to cause 2 cases per 100,000
people per year (age standardized) compared with the current age standardized rate of 7.7
in Europe and 7.6 in North America (Pernick 2021; Rawla 2019); it may be the most
common risk factor for pancreatic cancer, accounting for 25-35% of US cases (Pernick
2021).
Second, clinical characteristics of resulting cancers may be different. For lung cancer, there
are striking differences between the epidemiological, clinical and molecular characteristics of
lung cancer in cigarette smokers (80-90% of cases) compared with never smokers that have
led some authors to conclude that they are distinct clinical entities (Yano 2008, Smolle
2019). Never smokers with lung cancer have a higher predominance of women, more
frequent Asian/Pacific Islander or Hispanic ethnicity, a higher frequency of adenocarcinoma
histology, more frequent EGFR mutations and ALK rearrangements and superior survival