6
Pathogens with Power
How Diseases Navigate Human Societies
Sara L. Juengst, Emilie Cobb, Dale L. Hutchinson, Karen Mohr Chávez, Sergio Chávez, and Stanislava Chávez
Abstract
Humans create habitable zones to allow settlement in inhospitable areas, sculpting landscapes to make travel, labor, and agriculture more efficient and harnessing the power and nutrients of plant and animal resources through domestication. However, each of these processes also creates new opportunities for other creatures to affect humans in return. In particular, pathogens have adapted to many various human settlement and subsistence strategies, effectively using anthropogenic systems to their advantage. In this chapter, we investigate how the domestication of animals and increasing sedentism in prehispanic Bolivia promoted circulation of pathogens. Paleopathological lesions and stature estimates from human skeletal remains demonstrate that while nutrition did not decrease with reliance on agricultural products, disease circulation escalated for people living in the Titicaca Basin between 1000 BCE and 400 CE.
Humans are expert habitat modifiers, causing extreme and sometimes calamitous impacts on other biota on local, regional, and global scales. However, as the chapters in this volume emphasize, humans are not immune to influential, external forces, ranging from hurricanes to rats. In this chapter, we focus on how the physical, social, and economic landscapes in which humans live facilitate disease circulation. In effect, human landscapes create and are created by complementary microbe-scapes (Harper and Armelagos 2013), which are dependent on variables of human lifestyle, relationships with wild and domesticated plants and animals, and local climates. When humans modify their landscapes and relationships to other organisms, they also modify their relationships to microbes, which can have important impacts for humans and microbes alike. In this chapter, we explore how microbe-scapes shift alongside changing human subsistence and settlement patterns.
Pathogen-Human Relationships
Like all animals, humans have been hosts to various pathogens, microbes, and parasites throughout our evolutionary history. In fact, the human body averages 10 trillion to 100 trillion microbes, which make their homes on skin and in mouths, guts, navels, vaginas, nostrils, and sinuses (Harper and Armelagos 2013). The majority of these tiny tagalongs have a neutral impact, while many help humans digest food and ward off other invaders, among other commensal tasks. However, some microbes cause harm when humans encounter them for the first time, when they proliferate, or when the host becomes immune-compromised. The most common pathogens humans encounter are various types of viruses, bacteria, parasites, and fungi (Meade and Emch 2010).
For pathogenic microbes to affect humans, several variables must be in place. First, the ecosystems of pathogens, the human host, and any necessary vectors or reservoir hosts must overlap. Many microbes have the potential to make humans ill but never or rarely encounter humans. In addition, there has to be an effective transmission route between human individuals for pathogens to spread to new hosts. This can be achieved in many ways: through a mobile vector (such as P. falciparum and other malarial-causing parasites), aerosol airborne transmission (such as various Coronaviridae spp. or Mycobacterium tuberculosis), water sources and fecal-oral routes (such as Vibrio cholerae and Escherichia coli), or a combination of the above (Guthman 1995; Meade and Emch 2010; Morawska and Milton 2020; Patz et al. 2004; Roberts and Buikstra 2003; Roberts and Manchester 2007).
Humans have carried some pathogens for a very long time, often referred to as “heirloom” species, such as Helicopter pylori, M. tuberculosis, and various intestinal parasites (Darling and Donoghue 2014; Larsen 1995, 2018). Many of these pathogens were previously assumed to have been acquired from domesticated animals and are therefore relatively recent additions to the human microbiome. However, new genetic research shows that humans more likely acquired them from wild animals (in particular, felids) long before animal domestication (Araújo et al. 2011; Harper and Armelagos 2013; Pearce-Duvet 2006; Tietze et al. 2019). Zoonotic diseases often transfer to humans after repeated interactions with the animal carriers (Muhlenbein 2016), elevating risk for both foraging groups hunting wild animals and groups with domesticated animals.
However, human relationships with heirloom and more recently acquired pathogens have changed dramatically over time, as human groups moved to new regions, encountered new ecosystems, and—perhaps most significant—modified landscapes and ecosystems to support human settlement and use (Barrett et al. 1998; Cohen and Armelagos 1984; Cohen and Crane-Kramer 2007; Pearce-Duvet 2006; see also Quintus et al., chapter 9, this volume). The transition to agriculture is linked to increases in human population density, close association with domesticated animals, and sedentary settlements (although the mechanism and timing of these developments have varied over time and space). Each of these processes revolutionized the microbe-scape humans lived in, no matter when or where they occurred. By fundamentally changing the overlapping ranges of pathogens, vectors, reservoir hosts, and human hosts, humans living in sedentary and/or agricultural communities altered disease landscapes in irrevocable ways.
Sedentary lifestyles of both foragers and farmers have historically led to increased infectious disease and parasitic loads (Barrett et al. 1998; Cohen and Armelagos 1984; Cohen and Crane-Kramer 2007; Darling and Donoghue 2014; Kent 1986; Larsen 1995, 2018; Larsen et al. 2019; Reinhard et al. 1985; Walker 1986). As a result of living in permanent villages, people confronted with issues of sanitation and increased contact with feces facilitated the transfer of intestinal parasites (Blom et al. 2005; Larsen et al. 2019; Reinhard et al. 1985). While many intestinal parasites were not novel to agricultural or sedentary groups (Araújo et al. 2011; Harper and Armelagos 2013; Pearce-Duvet 2006; Tietze et al. 2019), the frequency of transmission and risk of human exposure generally increased with denser populations and permanent settlements.
Sedentary living also facilitated the emergence and maintenance of new pathogens. Larger and denser sedentary populations could sustain epidemics, and pathogen circulation within dense populations could permit transformation to endemic forms (Armelagos et al. 1991; Larsen 2018; Patz et al. 2004). For example, measles (Variola spp.) requires large populations to support spread and circulation. Most closely related to bovine rinderpest and canine distemper, it is likely that the viruses that cause measles emerged from the creation of sedentary settlements and dense populations (McNeill 2010; Pearce-Duvet 2006). More recently, SARS-CoV-2 has been able to circulate globally and to have sustained infection rates, partially because of densely occupied spaces and rapid international travel (Kraemer et al. 2020; Morawska and Milton 2020). Both measles and coronavirus demonstrate how human behaviors and settlements can create and maintain disease spread.
Increased pathogen load and endemic childhood infections decrease bodily resources available for growth and development during childhood as the immune system demands more energy to fight off infection (McDade et al. 2008; Scrimshaw 2003; Scrimshaw et al. 1959). This relationship between nutrition and infection is particularly problematic for agricultural groups, as they are often at higher risk of more catastrophic food shortages. Farmers tend to consume a narrower range of resources than foragers or those using a mixed subsistence strategy, and the risk of crop failures or shortages is more severe. Plants themselves are susceptible to their own pathogens, as the density of agricultural field plants actually elevates the likelihood of experiencing epidemics of plant diseases (Stukenbrock and McDonald 2008). Surplus and grain storage may mitigate short-term food shortages caused by plant disease or other crop failures; however, recurring or long-term shortages can exhaust these supplies, leaving few alternatives. In addition, stored resources attract commensal pests, which may destroy stored human food stocks and are often themselves vectors for diseases (Armelagos et al. 1991).
It is clear that settlement patterns and reliance on agricultural products impact human exposure to pathogens in several ways. Human subsistence strategies and agriculture in particular are major drivers of human pathogen load because they are responsible for “(a) changing the transmission ecology of pre-existing human pathogens; (b) increasing the success of pre-existing pathogen vectors, resulting in novel interactions between humans and wildlife; [and] (c) providing a stable conduit for human infection by wildlife diseases by means of domesticated animals” (Pearce-Duvet 2006:378). However, these patterns are regionally, temporally, and culturally specific; and they depend on what resources humans exploited, the previously existing pathogen load, and other cultural practices that may have amplified or mitigated disease (Pinhasi and Stock 2011). To look at the impact of subsistence and settlement pattern change in situ, we present a case study from the Titicaca Basin of Bolivia and discuss potential microbe-scapes for foraging-herding populations and newly sedentary horticulturalists.
Titicaca Basin Microbe-Scapes
Microbe-scapes in the Titicaca Basin are greatly impacted by the local ecology. Lake Titicaca is at high altitude, approximately 3,810 m above sea level, yet it has a warming effect on the local ecology, raising local temperatures by approximately 8˚C (Chávez 2012; Stanish 2003). This makes the lake and surrounding areas hospitable for diverse plant and animal life. The lake itself is home to several indigenous species of catfish and other small fishes, frogs (including the 1 kg Titicaca frog), and many aquatic plants including algae and totora reeds (Erickson 2000; Junk 2007; Miller et al. 2010). The hillsides surrounding the lake reach over 4,200 m above sea level and include patchy grassland used by wild grazers (deer and wild camelids such as vicuña), domesticated camelids (llama and alpaca), and smaller mammalian and reptilian predators and prey (Andean cats, foxes, viscachas, wild and domesticated guinea pigs, and other small rodents and reptiles; Erickson 2000; Hutterer 2001; Moore et al. 1999).
The wild and domesticated animals of the lake basin are certainly not immune to pathogens. Modern catches of indigenous fish show that they carry parasites transferrable to humans; while archaeological studies have not documented these same parasites, paleoparasitology studies from other parts of Latin America have confirmed the presence of various parasitic species linked to fish and mollusk consumption (Araújo et al. 2011; Morrow and Reinhard 2016; Patrucco et al. 1983). In addition, mummified guinea pigs and dogs from prehispanic Peru show that these animals carried fleas that would have been able to spread plague and other flea-borne diseases (Dittmar et al. 2003). Both guinea pigs and camelids carry various intestinal parasites with the potential to spread to humans either through eating infected meat or through contact with animal feces (García J. et al. 2013; Kouam et al. 2015; Saeed et al. 2018). Finally, felid coprolites from Patagonia showed a diversity of parasites, many of which could have been transmitted to humans through close contact or sharing cave dwellings (Tietze et al. 2019).
While not all of these zoonotic pathogens will ultimately cause disease in humans, it is clear that close and repeated human contact with animals elevates risk of pathogen gene swapping and allows microbes to adapt to human physiology (Muehlenbein 2016). In fact, a modern study near Cusco, Peru, shows that children who spend significant time with llama and sheep herds share more similar gut bacteria and viruses with the animals than with non-herders in the region (Rojas et al. 2019). Similarly, peri-urban children in Lima, Peru, share a gut parasite, Giardia lamblia, with dogs living in the same area, likely because of infected water sources and close contact between animals and children (Cooper et al. 2010). Thus, we would expect that humans in the Titicaca Basin with exposure to animals would share some of their pathogens.
People have lived in the Titicaca Lake Basin for at least 10,000 years. During the late Preceramic Period (3000–1500 BCE), people relied on foraging wild resources (including hunting wild deer and camelids), fishing and collecting other lake resources such as aquatic plants and frogs, and harvesting wild crops and tubers. Isotopic analyses from late Preceramic peoples indicate a diet high in protein (Juengst et al. 2021), supported by evidence of lithics associated with hunting and faunal remains of wild animals (Craig 2011; Craig et al. 2010; Haas and Viviano Llave 2015; Juengst et al. 2017a). These people likely moved regularly throughout the lake basin and into lower regions (Capriles et al. 2014, 2016; Haas and Viviano Llave 2015). Around 1500 BCE, people in the Titicaca Basin were in the process of domesticating camelids to supplement their otherwise wild diet and to make use of other camelid resources, such as wool and dung (Aldenderfer 1989; Craig et al. 2010; Moore et al. 2007).
In the Early Horizon (EH) (1000 BCE–1 CE), people in the Titicaca Basin began to grow domesticated plants, thus supplementing their foraging, hunting, herding, and fishing activities. Some of the first plant domesticates included quinoa (Bruno and Whitehead 2003) and tubers such as potatoes and oka (Aldenderfer 1989). While these plants quickly became important to the diet, large quantities of fish were also consumed, as evidenced by fish bones and scales present at EH archaeological sites and isotopic signatures consistent with diets high in lake fish (Capriles et al. 2014; Juengst et al. 2021; Miller et al. 2010; Moore et al. 1999).
The household-level cultivation of plants was associated with the establishment of sedentary settlements, terraced field complexes, and civic architecture—all of which became increasingly elaborate during the Early Intermediate Period (EIP) (1–500 CE; Bandy 2004; Bruno and Whitehead 2003; Capriles et al. 2014; Chávez 1988; Chávez 2004; Roddick et al. 2014; Moore 2011; Moore et al. 2007). Quinoa and newly introduced maize became more common throughout the lake basin (Bruno and Whitehead 2003; Chávez and Thompson 2006; Murray 2005; Stanish 2003; Whitehead 1999). This reliance on terrestrial plants complemented a decrease in fish consumption (Capriles et al. 2014; Juengst et al. 2021).
It is clear from the archaeological evidence that diets and subsistence strategies shifted between the Preceramic and the EH/EIP. Alongside these dietary changes, people were modifying the landscape, creating terraces and permanent dwellings. All of these changes would have impacted the microbe-scape as well. Preceramic foragers were likely exposed to various zoonotic pathogens by eating lake fish and other wild animals, and they increased their exposure as they spent more time with camelids. As EH and EIP peoples began to rely on domesticated crops and animals and to permanently live in one place, they escalated their exposure and risk of zoonotic disease.
Skeletons and Disease
Human skeletons preserve records of disease and infection in a few ways. Briefly, long-term bodily stress and presence of infectious pathogens can produce proliferative bony reactions on the surface of long bones (called periosteal reactions) and potentially infiltrate the medullary cavity of long bones (creating a condition called osteomyelitis; Larsen 1997; Ortner 2003). In addition, childhood stress episodes from malnutrition and infection can disrupt the production of dental enamel, creating dental lesions called linear enamel hypoplasia (Armelagos et al. 2009; Boldsen 2007; Larsen et al. 2019; Hillson 1996). Malnutrition and disease experiences during childhood can also prevent individuals from attaining their potential adult height. While adult stature is controlled by a number of factors, including genetics and environment, a comparison of stature between two groups with similar genetic backgrounds and in similar environments may thus reveal differences in these childhood insults (Larsen 1995). Few diseases leave specific fingerprints on skeletal remains; however, we can reconstruct broad patterns of infectious disease using this combination of indictors (Larsen 1997; Ortner 2003).
To investigate pathogen loads in the Titicaca Basin, we analyzed human skeletal remains excavated from seven sites around the Copacabana Peninsula (Chávez 2004, 2008; Chávez and Chávez 1997; figure 6.1). This included 14 individuals associated with foraging, herding, and fishing subsistence strategies during the late Preceramic Period and 129 individuals associated with mixed fishing and agricultural strategies during the EH and the EIP. While the foraging sample size is significantly smaller than the agricultural sample, both samples included male and female adults and juvenile individuals.
We compared the skeletal evidence for infectious disease between these groups based on the presence of periosteal reactions, osteomyelitis, and linear enamel hypoplasia. The presence and appearance of these lesions were recorded through macroscopic observation following bioarchaeological standards (cf. Buikstra and Ubelaker 1994; Ortner 2003). Linear enamel hypoplasia were also documented using a Dino-Lite Pro AM413T Microscope Camera. We also compared average statures for these groups as a proxy for childhood growth and development. To calculate stature, we measured maximal length of intact femora whenever present. When both femora were present for an individual, we measured both bones and averaged the results. Then, we used the formula for Andean groups suggested by Emma Pomeroy and Jay T. Stock (2012) to convert femoral length to approximate adult stature.
Statistical tests were used to compare paleopathological lesion frequency and stature estimates between time periods and within a time period based on sex estimates. We used Pearson’s Chi-squared t-tests to compare lesion frequency between groups, where p ≤ 0.05 is considered a significant correlation between variables. To compare stature, we tested for statistical outliers using Grubb’s test for outliers and unpaired t-tests to compare between time periods and between sex estimate categories (Couderc 2007; Xu et al. 2017).
Forager and Farmers: Differentials of Health
Among the Preceramic (PC) group (n = 14) in our sample, there were two individuals with periosteal reactions (14.3%) and no evidence of osteomyelitis or linear enamel hypoplasia (table 6.1, figure 6.2). Average stature was 164.2 cm and ranged from 148.8 cm to 176.2 cm (table 6.1, figure 6.3). Males were generally taller than females, although unpaired t-tests indicate that this correlation is not significant (p = 0.2669). One individual was several centimeters shorter than the rest but was not a statistical outlier based on Grubb’s test.
Table 6.1. Frequency and percent of Preceramic and Early Horizon/Early Intermediate Period groups affected by skeletal and dental lesions (LEH = linear enamel hypoplasia), and stature averages and ranges for both groups. Stature calculated based on Pomeroy and Stock 2012 (females: 48.34 + [max fem length × 2.593], males: 44.803 + [max fem length × 2.738]).
Period | Periosteal Reactions | Osteomyelitis | LEH | Stature Average | Stature Range |
---|---|---|---|---|---|
PC | 2/14 (14.3%) | 0/14 | 0/14 | AVG: 164.2 cm MALE: 171.8 cm FEMALE: 156.6 cm | TOTAL: 148.8–176.2 cm MALE: 166.6–176.2 cm FEMALE: 148.8–164.8 cm |
EH/EIP | 49/112 (43.75%) | 7/112 (6.25%) | 23/129 (17.8%) | AVG: 158.7 cm MALE: 166.6 cm FEMALE: 151.8 cm INDETERMINATE: 157.9 cm | TOTAL: 145.6–173.2 cm MALE: 158.9–173.2 cm FEMALE: 145.6–157.0 cm INDETERMINATE: 157.9 cm |
Among the subsequent EH and EIP burials (n = 129), there were 49 individuals with periosteal reactions (43.75% of 112 observable individuals), 7 with osteomyelitis (6.25% of 112 observable individuals), and 23 with linear enamel hypoplasia (17.8% of 129 observable individuals; table 6.1, figure 6.2). Average stature was 158.7 cm and ranged from 145.6 cm to 173.2 cm (table 6.1, figure 6.3). Males were significantly taller than females (p = 0.0009) based on unpaired t-tests, indicating that sex was significantly linked with stature during this period. No individuals were statistical outliers for height.
There were statistical differences in paleopathology between time periods. Periosteal reactions were significantly more common during the EH and EIP based on Pearson’s Chi-square tests (p = 0.034211; p ≤ 0.05 is considered significant). There were numerical differences in osteomyelitis (no cases for the PC sample, seven in EH/EIP) and linear enamel hypoplasia (no cases for PC, twenty-three in EH/EIP), although these were not statistically significant. There were no significant differences in lesion frequency between demographic groups during either time period.
Unpaired t-tests for stature indicated a statistical difference in stature (p = 0.0103) between periods, with EH and EIP individuals significantly shorter than PC individuals. This difference was not tied to one sex group, that is, there were no statistical differences between Preceramic females and EH/EIP females or between PC males and EH/EIP males. However, EH/EIP females were significantly shorter than EH/EIP males (p = 0.0009), based on unpaired t-tests. Stature differences between males and females in the sample overall also approached significance based on unpaired t-tests (p = 0.0514). This suggests that some of the stature differences were correlated with sex and time period.
Discussion
Differences in pathological lesions and stature suggest that Titicaca Basin foragers and farmers experienced different microbe-scapes. Preceramic Period individuals were significantly less likely to develop periosteal reactions and more likely to achieve greater adult stature. These patterns of paleopathology and stature suggest that they encountered fewer stress-inducing pathogens, despite their regular interactions with animals. It is possible that a lack of pathology reflects rapid mortality, with these individuals dying from diseases prior to forming lesions (Wood et al. 1992). While we cannot entirely reject this scenario, the overall height and robusticity of the Preceramic individuals suggest that they were overall well-nourished and physically fit and that they should have been able to combat infectious disease. Likely, the lack of pathology among Preceramic foragers related to their residential mobility, which limited parasitic load and re-infection of individuals from others or animals.
Conversely, Early Horizon and Early Intermediate Period peoples lived in permanent villages and increased their contact with domesticated animals, including camelids and guinea pigs. The increase in periosteal reactions and decrease in adult stature suggest that this group was exposed to more pathogens and suffered from infectious disease more regularly. Notably, the rate of periosteal reactions observed for this group (44%) is higher than for many other forager and agricultural Andean groups (Andrushko et al. 2006; Gómez Mejía 2012; Klaus and Tam 2009; Lowman et al. 2019; Suby 2020; Ubelaker and Newson 2002; Williams and Murphy 2013). While rates of osteomyelitis and linear enamel hypoplasia were not statistically more common among EH and EIP burials, it is notable that the Preceramic individuals did not present either of these conditions. This may be a sample size issue, but given the increase in periosteal reactions and decrease in stature, we suggest that these lesions reflect a true difference in experiences with infection and childhood stress.
The new subsistence strategies and settlement patterns of EH and EIP peoples created opportunities for microbe transmission that were enhanced through sedentism. While we cannot determine exactly what microbes were causing disease for this group, we can imagine that changing contact rates with other people and animals and physically changing the landscape created new microbe-scapes unique to this place and time. For instance, direct transmission of pathogens from animal to human or human to human was possible based on new subsistence and settlement patterns. With domesticated guinea pigs and camelids, people spent more time near these animals, providing more opportunities for zoonotic diseases to mutate into human pathogenic forms (Muehlenbein 2016).
In addition, as seen elsewhere, sedentary settlements promoted waste accumulation that people with more mobile lifeways avoided. Additional risks for new EH and EIP farmers may have included the use of waste as fertilizer for newly created agricultural terraces (Chávez 2012) and/or camelid dung as a fuel source (Moore et al. 2007). Since wood is scarce at this altitude, camelid excrement may have been seen as a convenient fuel source and as relatively easy to collect from domesticated herds (Moore et al. 2007). By interacting more closely and regularly with human and animal fecal matter, risk of pathogen exposure and likelihood of transmission were elevated for these farmers.
Decreases in stature associated with agriculture are commonly documented around the world (Cohen and Armelagos 1984; Larsen 1995; Mummert et al. 2011) and in South America as well (Ubelaker and Newson 2002; Verano 1997). Traditionally, these decreases in stature have been broadly linked to the poor nutrition most commonly available from agricultural diets. Recently, Jonathan C. K. Wells and Jay T. Stock (2020) argued that the increased burden of disease associated with sedentary settlements and the change in diet prompted adaptations in life history and growth trajectories, with bodies allocating more energy toward reproduction and immune defense rather than investing in maintenance or growth. This interpretation also accounts for increased periosteal reactions as evidence of stronger immune defenses, as people were able to combat pathogens longer (Wells and Stock 2020). In brief, the increased burden of infectious disease with sedentary settlements prompted a lifelong adaptive change in resource allocation that has global implications.
Across the Andes, while some parasites had great antiquity, the frequency of intestinal parasite infection likely increased with sedentary settlements and agricultural diets (Verano 1997). Interestingly, this has not always coincided with decreases in overall health; there was no documented paleopathological change after the introduction of agriculture and camelid pastoralism in coastal Chile (DiGangi and Gruenthal-Rankin 2019). Continued health in that case was attributed to ongoing use of marine resources, which buffered the stress of agricultural diets. It is also possible that parasitic load was already elevated prior to the introduction of agriculture, based on evidence of fish-borne parasites (Araújo et al. 2011). In the Titicaca Basin, we also do not observe a decrease in nutritional health (Juengst et al. 2017b); however, in this case, it does not seem that adequate diets were able to buffer the other stresses of sedentism.
While stature decreased overall for EH and EIP peoples, females were especially impacted. Interestingly, during the Preceramic, there was no statistical difference in stature between male and female individuals. While humans typically do exhibit some sexual dimorphism in height, patterning of human sexual dimorphism is tied to many variables such as genetics, diet, and climate (Gray and Wolfe 1980; Gustafsson and Lindenfors 2009). Here, a new trend in sexual dimorphism emerged during the EH and EIP, with particularly short females. This could be due to a number of factors. First, EH and EIP females may have been particularly at risk of childhood infections or malnutrition, stunting their stature attainment. However, pathological lesions do not vary significantly between male and female individuals, and previous isotopic studies do not show significantly different diets for males and females during this time (Juengst et al. 2021).
Another possible explanation is the energy toll of menarche and pregnancy. This correlates with Wells and Stock’s (2020) life history hypothesis: due to the elevated pathogen load and changed nutritional source, energy was devoted to reproduction over growth. Rather than accelerating growth in stature during adolescence, female bodies may have diverted energy toward supporting reproductive processes and immune defense. Males may not have experienced these pressures as strongly, as their bodily energy investment in reproduction is comparatively less (Ellison 2003). Thus, adult females experienced growth stunting more strongly than males, reflected in the stature differentials presented here.
Conclusion
Overall, we can see that Preceramic foragers and EH and EIP agricultural communities navigated different microbe-scapes, which influenced the health and energy allocations of these peoples for both individuals and groups. Preceramic foragers were not immune to pathogens, likely acquiring parasites from wild camelids, cats, and fish through eating contaminated meat and exposure to feces. However, it is clear that the shift toward sedentary settlements and associated increases in contact with other people, domesticated animals, and fecal matter elevated pathogen load for EH and EIP communities. The combination of exposure to zoonoses, waste, and increased circulation of pathogens between sedentary groups likely resulted in elevated pathogen load for EH and EIP peoples, as reflected by the increase in lesions and decrease in height.
Even though most pathogens are not visible to the human eye, they are capable of having dramatic effects on human lives. Human relationships with these tiny organisms correlate with relationships to other natural forces, including animals, plants, and landscapes. These relationships can promote or limit the impact of disease on human groups, depending on how humans structure their economic, political, and social settings. Importantly, rarely do diseases affect groups evenly—some members of society (in this example, females) often feel the weight of pathogenic burdens more heavily. Understanding how human habitats and lifestyle choices alter microbe-scapes is vital because current human groups still struggle to prevent and control disease outbreaks and because these patterns can potentially reveal underlying social inequities in human societies.
References
Aldenderfer, Mark S. 1989. “The Archaic Period in the South-Central Andes.” Journal of World Prehistory 3(2): 117–158.
Andrushko, Valerie A., Elva C. Torres Pino, and Viviana Bellifemine. 2006. “The Burials at Sacsahuaman and Chokepukio: A Bioarchaeological Case Study of Imperialism from the Capital of the Inca Empire.” Ñawpa Pacha 28(1): 63–92.
Araújo, Adauto, Karl Reinhard, Daniela Leles, Luciana Sianto, Alena Iñiguez, Martin Fugassa, Bernardo Arriaza, Nancy Orellana, and Luiz Fernando Ferreira. 2011. “Paleoepidemiology of Intestinal Parasites and Lice in Pre-Columbian South America.” Chungara: Revista de Antropología Chilena 43(2): 303–313.
Armelagos, George J., Alan H. Goodman, Kristin N. Harper, and Michael L Blakey. 2009. “Enamel Hypoplasia and Early Mortality: Bioarcheological Support for the Barker Hypothesis.” Evolutionary Anthropology: Issues, News, and Reviews 18(6): 261–271.
Armelagos, George J., Alan H. Goodman, and Keith H. Jacobs. 1991. “The Origins of Agriculture: Population Growth during a Period of Declining Health.” Population and Environment 13(1): 9–22.
Bandy, Matthew S. 2004. “Fissioning, Scalar Stress, and Social Evolution in Early Village Societies.” American Anthropologist 106(2): 322–333.
Barrett, Robert, C. W. Kuzawa, Thomas McDade, and George J. Armelagos. 1998. “Emerging and Re-emerging Infectious Diseases: The Third Epidemiologic Transition.” Annual Review of Anthropology 27(1): 247–271.
Blom, Deborah E., Jane E. Buikstra, Linda Keng, Paula D. Tomczak, Eleanor Shoreman, and Debbie Stevens-Tuttle. 2005. “Anemia and Childhood Mortality: Latitudinal Patterning along the Coast of Pre-Columbian Peru.” American Journal of Physical Anthropology 127(2): 152–169. https://doi.org/10.1002/ajpa.10431.
Boldsen, Jesper L. 2007. “Early Childhood Stress and Adult Age Mortality—a Study of Dental Enamel Hypoplasia in the Medieval Danish Village of Tirup.” American Journal of Physical Anthropology 132(1): 59–66. https://doi.org/10.1002/ajpa.20467.
Bruno, Maria C., and William T. Whitehead. 2003. “Chenopodium Cultivation and Formative Period Agriculture at Chiripa, Bolivia.” Latin American Antiquity 14(3): 339–355. https://doi.org/10.2307/3557565.
Buikstra, Jane E., and Douglas H. Ubelaker. 1994. Standards for Data Collection from Human Skeletal Remains, vol. 44. Arkansas Archaeological Research Series. Fayetteville: Arkansas Archaeological Survey.
Capriles, José M., Juan Albarracin-Jordan, Umberto Lombardo, Daniela Osorio, Blaine Maley, Steven T. Goldstein, Katherine A. Herrera, Michael D. Glascock, Alejandra I. Domic, Heinz Veit, and Calogero M. Santoro. 2016. “High-Altitude Adaptation and Late Pleistocene Foraging in the Bolivian Andes.” Journal of Archaeological Science: Reports 6: 463–474. https://doi.org/10.1016/j.jasrep.2016.03.006.
Capriles, José M., Katherine M. Moore, Alejandra I. Domic, and Christine A. Hastorf. 2014. “Fishing and Environmental Change during the Emergence of Social Complexity in the Lake Titicaca Basin.” Journal of Anthropological Archaeology 34: 66–77. https://doi.org/10.1016/j.jaa.2014.02.001.
Chávez, Karen L. Mohr. 1988. “The Significance of Chiripa in Lake Titicaca Basin Developments.” Expedition 30(3): 17–26.
Chávez, Karen L. Mohr, and Sergio J. Chávez. 1997. “Current Research: The Yaya-Mama Archaeological Report, Copacabana, Bolivia.” Willay 44: 5–7.
Chávez, Sergio J. 2004. “The Yaya-Mama Religious Tradition as an Antecedent of Tiwanaku.” In Tiwanaku: Ancestors of the Inca, edited by Margeret Young-Sanchez, 70–93. Lincoln: University of Nebraska Press.
Chávez, Sergio J. 2008. “Resumen de Los Trabajos Arqueologicos Del Proyecto Yaya-Mama En El Sitio de Cundisa, Copacabana.” Chachapuma 4 (December): 49–53.
Chávez, Sergio J. 2012. “Agricultural Terraces as Monumental Architecture in the Titicaca Basin.” In Early New World Monumentality, edited by Richard L. Burger and Robert M. Rosenswig, 431–453. Gainesville: University Press of Florida.
Chávez, Sergio J., and Robert G. Thompson. 2006. “Early Maize on the Copacabana Peninsula: Implications for the Archaeology of the Lake Titicaca Basin.” In Histories of Maize: Multidisciplinary Approaches to the Prehistory, Linguistics, Biogeography, Domestication, and Evolution of Maize, edited by John E. Staller, Robert H. Tykot, and Bruce F. Benz, 415–428. New York: Academic Press.
Cohen, Marc N., and George Armelagos, eds. 1984. Paleopathology at the Origins of Agriculture. New York: Academic Press.
Cohen, Mark N., and Gillian M. Crane-Kramer, eds. 2007. Ancient Health: Skeletal Indicators of Agricultural and Economic Intensification. Gainesville: University Press of Florida.
Cooper, Margarethe A., Charles R. Sterling, Robert H. Gilman, Vitaliano Cama, Ynes Ortega, and Rodney D. Adam. 2010. “Molecular Analysis of Household Transmission of Giardia lamblia in a Region of High Endemicity in Peru.” Journal of Infectious Diseases 202(11): 1713–1721. https://doi.org/10.1086/657142.
Couderc, Nicolas. 2007. “GRUBBS: Stata Module to Perform Grubbs’ Test for Outliers.” https://EconPapers.repec.org/RePEc:boc:bocode:s456803.
Craig, Nathan. 2011. “Cultural Dynamics, Climate, and Landscape in the South-Central Andes during the Mid-Late Holocene: A Consideration of Two Socio-Natural Perspectives.” Chungara: Revista de Antropología Chilena 43(1): 367–391.
Craig, Nathan, Mark S. Aldenderfer, Paul Baker, and Catherine Rigsby. 2010. “Terminal Archaic Settlement Pattern and Land Cover Change in the Rio Ilave, Southwestern Lake Titicaca Basin, Perú.” In The Archaeology of Anthropogenic Environments, edited by Rebecca M. Dean, 35–53. Center for Archaeological Investigations, Occasional Paper 37. Carbondale: Southern Illinois University.
Darling, Millie I., and Helen D. Donoghue. 2014. “Insights from Paleomicrobiology into the Indigenous Peoples of Pre-Colonial America—a Review.” Memórias do Instituto Oswaldo Cruz 109(2): 131–139.
DiGangi, Elizabeth A., and Ariel Gruenthal-Rankin. 2019. “Marcadores de Estrés Esquelético y Estrategia de Subsistencia en Poblaciones Chilenas Prehistóricas del Norte Semiárido.” Chungara: Revista de Antropologia Chilena 51(4): 613–627.
Dittmar, Katarina, U. Mamat, M. Whiting, Torsten Goldmann, Karl Reinhard, and Sonia Guillen. 2003. “Techniques of DNA-Studies on Prehispanic Ectoparasites (Pulex Sp., Pulicidae, Siphonaptera) from Animal Mummies of the Chiribaya Culture, Southern Peru.” Memórias do Instituto Oswaldo Cruz 98(1): 53–58.
Ellison, Peter T. 2003. “Energetics and Reproductive Effort.” American Journal of Human Biology 15(3): 342–351. https://doi.org/10.1002/ajhb.10152.
Erickson, Clark L. 2000. “The Lake Titicaca Basin: A Pre-Columbian Built Landscape.” In Imperfect Balance: Landscape Transformations in the Precolumbian Americas, edited by David L. Lentz, 311–356. New York: Columbia University Press.
García J., Cristina, Amanda Chávez V., Rosa Pinedo V., and Francisco Suárez A. 2013. “Helmintiasis gastrointestinal en cuyes (Cavia porcellus) de granjas de crinaza familiar-comerical en Ancash, Peru.” Revista de Investigaciones Veterinarias del Perú 24(4): 473–479.
Gómez Mejía, Juliana. 2012. “Análisis de marcadores óseos de estrés en poblaciones del Holoceno Medio y Tardío inicial de la sabana de Bogotá, Colombia.” Revista Colombiana de Antropología 48(1): 143–168.
Gray, J. Patrick, and Linda D. Wolfe. 1980. “Height and Sexual Dimorphism of Stature among Human Societies.” American Journal of Physical Anthropology 53(3): 441–456.
Gustafsson, Anders, and Patrik Lindenfors. 2009. “Latitudinal Patterns in Human Stature and Sexual Stature Dimorphism.” Annals of Human Biology 36(1): 74–87. https://doi.org/10.1080/03014460802570576.
Guthman, J. P. 1995. “Epidemic Cholera in Latin America: Spread and Routes of Transmission.” Journal of Tropical Medicine and Hygiene 98(6): 419–427.
Haas, Randall, and Carlos Viviano Llave. 2015. “Hunter-Gatherers on the Eve of Agriculture: Investigations at Soro Mik’aya Patjxa, Lake Titicaca Basin, Peru, 8000–6700 BP.” Antiquity 89(348): 1297–1312. https://doi.org/10.15184/aqy.2015.100.
Harper, Kristin N., and George J. Armelagos. 2013. “Genomics, the Origins of Agriculture, and Our Changing Microbe-scape: Time to Revisit Some Old Tales and Tell Some New Ones.” American Journal of Physical Anthropology 57: 135–152. https://doi.org/10.1002/ajpa.22396.
Hillson, Simon. 1996. Dental Anthropology. Cambridge: Cambridge University Press.
Hutterer, Rainer. 2001. “Diversity of Mammals in Bolivia.” In Biodiversity: A Challenge for Development Research and Policy, edited by Wilhelm Barthlott, Matthias Winiger, and Nadja Biedinger, 279–288. Berlin: Springer.
Juengst, Sara L., Sergio J. Chávez, Dale L. Hutchinson, and Stanislava R. Chávez. 2017a. “Late Preceramic Forager-Herders from the Copacabana Peninsula in the Titicaca Basin of Bolivia: A Bioarchaeological Analysis.” International Journal of Osteoarchaeology 27(3): 430–440. https://doi.org/10.1002/oa.2566.
Juengst, Sara L., Dale L. Hutchinson, Karen M. Chávez, Sergio J. Chávez, Stanislava R. Chávez, John Krigbaum, Teresa Schober, and Lynnette Norr. 2021. “The Resiliency of Diet on the Copacabana Peninsula, Bolivia.” Journal of Anthropological Archaeology 61: 101260. https://doi.org/10.1016/j.jaa.2020.101260.
Juengst, Sara L., Dale L. Hutchinson, and Sergio J. Chávez. 2017b. “High-Altitude Agriculture in the Titicaca Basin (800 BCE–200 CE): Impacts for Nutrition and Disease Load.” American Journal of Human Biology 29(4): e22988. https://doi.org/10.1002/ajhb.22988.
Junk, Wolfgang J. 2007. “Freshwater Fishes of South America: Their Biodiversity, Fisheries, and Habitats—a Synthesis.” Aquatic Ecosystem Health and Management 10(2): 228–242. https://doi.org/10.1080/14634980701351023.
Kent, Susan. 1986. “The Influence of Sedentism and Aggregation on Porotic Hyperostosis and Anaemia: A Case Study.” Man 21(4): 605–636.
Klaus, Haagen D., and Manuel E. Tam. 2009. “Contact in the Andes: Bioarchaeology of Systemic Stress in Colonial Mórrope, Peru.” American Journal of Physical Anthropology 138(3): 356–368. https://doi.org/10.1002/ajpa.20944.
Kouam, Marc K., Felix Meutchieye, Terence T. Nguafack, Emile Miegoué, Joseph Tchoumboué, and Georgios Theodoropoulos. 2015. “Parasitic Fauna of Domestic Cavies in the Western Highlands of Cameroon (Central Africa).” BMC Veterinary Research 11(1): 1–6. https://doi.org/10.1186/s12917-015-0605-4.
Kraemer, Moritz U. G., Chia-Hung Yang, Bernardo Gutierrez, Chieh-Hsi Wu, Brennan Klein, David M. Pigott, Louis Du Plessis, Nuno R. Faria, Ruoran Li, William P. Hanage et al. 2020. “The Effect of Human Mobility and Control Measures on the COVID-19 Epidemic in China.” Science 368 (6490): 493–497. https://doi.org/10.1126/science.abb4218.
Larsen, Clark Spencer. 1995. “Biological Changes in Human Populations with Agriculture.” Annual Review of Anthropology 24(1): 185–213.
Larsen, Clark Spencer. 1997. Bioarchaeology: Interpreting Behavior from the Human Skeleton. New York: Cambridge University Press.
Larsen, Clark Spencer. 2018. “The Bioarchaeology of Health Crisis: Infectious Disease in the Past.” Annual Reviews of Anthropology 47: 295–313. https://doi.org/10.1146/annurev-anthro-102116-041441.
Larsen, Clark Spencer, Christopher J. Knüsel, Scott D. Haddow, Marin A. Pilloud, Marco Milella, Joshua W. Sadvari, Jessica Pearson, Christopher B. Ruff, Evan M. Garfalo, Emmy Bocaege et al. 2019. “Bioarchaeology of Neolithic Çatalhöyük Reveals Fundamental Transitions in Health, Mobility, and Lifestyle in Early Farmers.” Proceedings of the National Academy of Sciences of the USA 116 (26): 12615–12623. https://doi.org/10.1073/pnas.1904345116.
Lowman, Shannon A., Nicola Sharratt, and Bethany L. Turner. 2019. “Bioarchaeology of Social Transition: A Diachronic Study of Pathological Conditions at Tumilaca La Chimba, Peru.” International Journal of Osteoarchaeology 29(1): 62–72. https://doi.org/10.1002/oa.2713.
McDade, Thomas W., Victoria Reyes-García, Susan Tanner, Tomás Huanca, and William R. Leonard. 2008. “Maintenance versus Growth: Investigating the Costs of Immune Activation among Children in Lowland Bolivia.” American Journal of Physical Anthropology 136(4): 478–484. https://doi.org/10.1002/ajpa.20831.
McNeill, William. 2010. Plagues and Peoples. New York: Knopf Doubleday Publishing Group.
Meade, Melinda S., and Michael Emch. 2010. Medical Geography. New York: Guilford.
Miller, Melanie J., José M. Capriles, and Christine A. Hastorf. 2010. “The Fish of Lake Titicaca: Implications for Archaeology and Changing Ecology through Stable Isotope Analysis.” Journal of Archaeological Science 37(2): 317–327. https://doi.org/10.1016/j.jas.2009.09.043.
Moore, Katherine M. 2011. “Grace under Pressure: Responses to Changing Environments by Herders and Fishers in the Formative Lake Titicaca Basin, Bolivia.” In Sustainable Lifeways: Cultural Persistence in an Ever-Changing Environment, edited by Naomi F. Miller, Katherine M. Moore, and Kathleen Ryan, 244–272. Philadelphia: University of Pennsylvania Press.
Moore, Katherine M., Maria C. Bruno, José M. Capriles, and Christine A. Hastorf. 2007. “Integrated Contextual Approaches to Understanding Past Activities Using Plant and Animal Remains from Kala Uyuni.” In Kala Uyuni: An Early Political Center in the Southern Lake Titicaca Basin, edited by Matthew S. Bandy and Christine A. Hastorf, 173–203. Contributions of the Archaeological Research Facility 57. Berkeley: Archaeological Research Facility.
Moore, Katherine M., Dawn Steadman, and Susan DeFrance. 1999. “Herds, Fish, and Fowl in the Domestic and Ritual Economy of Formative Chiripa.” In Early Settlement at Chiripa, Bolivia, edited by Christine A. Hastorf, 105–116. Contributions of the Archaeological Research Facility 57. Berkeley: Archaeological Research Facility.
Morawska, Lidia, and Donald K. Milton. 2020. “It Is Time to Address Airborne Transmission of Coronavirus Disease 2019 (COVID-19).” Clinical Infectious Diseases 71(9): 2311–2313. https://doi.org/10.1093/cid/ciaa939.
Morrow, Johnica J., and Karl J. Reinhard. 2016. “Cryptosporidium parvum among Coprolites from La Cueva De Los Muertos Chiquitos (600–800 CE), Rio Zape Valley, Durango, Mexico.” Journal of Parasitology 102(4): 429–435. https://doi.org/10.1645/15-916.
Muehlenbein, Michael P. 2016. “Disease and Human/Animal Interactions.” Annual Review of Anthropology 45: 395–416. https://doi.org/10.1146/annurev-anthro-102215-100003.
Mummert, Amanda, Emily Esche, Joshua Robinson, and George J. Armelagos. 2011. “Stature and Robusticity during the Agricultural Transition: Evidence from the Bioarchaeological Record.” Economics and Human Biology 9(3): 284–301. https://doi.org/10.1016/j.ehb.2011.03.004.
Murray, Amanda P. 2005. “Chenopodium Domestication in the South-Central Andes: Confirming the Presence of Domesticates at Jiskairumoko (Late Archaic–Formative), Perú.” Master’s thesis, California State University, Fullerton.
Ortner, Donald J. 2003. Identification of Pathological Conditions in Human Skeletal Remains. San Diego: Academic Press.
Patrucco, Raul, Raul Tello, and Duccio Bonavia. 1983. “Parasitological Studies of Coprolites of Pre-Hispanic Peruvian Populations.” Current Anthropology 24(3): 393–394.
Patz, Jonathan A., Peter Daszak, Gary M. Tabor, A. Alonso Aguirre, Mary Pearl, Jon Epstein, Nathan D. Wolfe, A. Marm Kilpatrick, Joahnnes Foufopoulos, David Molyneux et al. 2004. “Unhealthy Landscapes: Policy Recommendations on Land Use Change and Infectious Disease Emergence.” Environmental Health Perspectives 112(10): 1092–1098. https://doi.org/10.1289/ehp.6877.
Pearce-Duvet, Jessica M. C. 2006. “The Origin of Human Pathogens: Evaluating the Role of Agriculture and Domestic Animals in the Evolution of Human Disease.” Biological Reviews 81(3): 369–382. https://doi.org/:10.1017/S1464793106007020.
Pinhasi, Ron, and Jay T. Stock. 2011. Human Bioarchaeology of the Transition to Agriculture. Hoboken, NJ: John Wiley and Sons.
Pomeroy, Emma, and Jay T. Stock. 2012. “Estimation of Stature and Body Mass from the Skeleton among Coastal and Mid-Altitude Andean Populations.” American Journal of Physical Anthropology 147(2): 264–279. https://doi.org/10.1002/ajpa.21644.
Reinhard, Karl J., J. Richard Ambler, and Magdalene McGuffie. 1985. “Diet and Parasitism at Dust Devil Cave.” American Antiquity 50(4): 819–824. https://doi.org/10.2307/280170.
Roberts, Charlotte A., and Jane E. Buikstra. 2003. The Bioarchaeology of Tuberculosis: A Global Perspective on a Re-emerging Disease. Gainesville: University Press of Florida.
Roberts, Charlotte A., and Keith Manchester. 2007. The Archaeology of Disease, 3rd ed. Ithaca, NY: Cornell University Press.
Roddick, Andrew P., Maria C. Bruno, and Christine A. Hastorf. 2014. “Political Centers in Context: Depositional Histories at Formative Period Kala Uyuni, Bolivia.” Journal of Anthropological Archaeology 36: 140–157. https://doi.org/10.1016/j.jaa.2014.09.010.
Rojas, Miguel, Helver G. Dias, Jorge Luiz S. Gonçalves, Alberto Manchego, Raul Rosadio, Danilo Pezo, and Norma Santos. 2019. “Genetic Diversity and Zoonotic Potential of Rotavirus A Strains in the Southern Andean Highlands, Peru.” Transboundary and Emerging Diseases 66(4): 1718–1726. https://doi.org/10.1111/tbed.13207.
Saeed, Muhammad A., Mohammed H. Rashid, Jane Vaughan, and Abdul Jabbar. 2018. “Sarcocystosis in South American Camelids: The State of Play Revisited.” Parasites and Vectors 11(1): 1–11. https://doi.org/10.1186/s13071-018-2748-1.
Scrimshaw, Nevin S. 2003. “Historical Concepts of Interactions, Synergism, and Antagonism between Nutrition and Infection.” Journal of Nutrition 133(1): 316S–321S. https://doi.org/10.1093/jn/133.1.316S.
Scrimshaw, Nevin S., C. E. Taylor, and J. E. Gordon. 1959. “Interactions of Nutrition and Infection.” American Journal of Medical Sciences 237(3): 367–403.
Stanish, Charles. 2003. Ancient Titicaca: The Evolution of Complex Society in Southern Peru and Northern Bolivia. Berkeley: University of California Press.
Stukenbrock, Eva, and Bruce McDonald. 2008. “The Origins of Plant Pathogens in Agro-Ecosystems.” Annual Review of Phytopathology 46: 75–100. https://doi.org/10.1146/annurev.phyto.010708.154114.
Suby, Jorge A. 2020. “Paleopathological Research in Southern Patagonia: An Approach to Understanding Stress and Disease in Hunter-Gatherer Populations.” Latin American Antiquity 31(2): 392–408. https://doi.org/10.1017/laq.2020.5.
Tietze, Eleonor, Ramiro Barberena, and María Ornela Beltrame. 2019. “Parasite Assemblages from Feline Coprolites through the Pleistocene-Holocene Transition in Patagonia: Cueva Huenul 1 Archaeological Site (Argentina).” Environmental Archaeology: 1–11. https://doi.org/10.1080/14614103.2019.1689893.
Ubelaker, Douglas H., and Linda A. Newson. 2002. “Patterns of Health and Nutrition in Prehistoric and Historic Ecuador.” In The Backbone of History: Health and Nutrition in the Western Hemisphere, edited by Jerome C. Rose and Richard H. Steckel, 343–375. Cambridge: Cambridge University Press.
Verano, John W. 1997. “Advances in the Paleopathology of Andean South America.” Journal of World Prehistory 11(2): 237–268. https://doi.org/10.1007/BF02221205.
Walker, Phillip L. 1986. “Porotic Hyperostosis in a Marine-Dependent California Indian Population.” American Journal of Physical Anthropology 69: 345–354. https://doi.org/10.1002/ajpa.1330690307.
Wells, Jonathan C. K., and Jay T. Stock. 2020. “Life History Transitions at the Origins of Agriculture: A Model for Understanding How Niche Construction Impacts Human Growth, Demography, and Health.” Frontiers in Endocrinology 11: 1–29. https://doi.org/10.3389/fendo.2020.00325.
Whitehead, William T. 1999. “Paleoethnobotanical Evidence.” In Early Settlements at Chiripa, Bolivia, edited by Christine A. Hastorf, 95–104. Contributions of the Archaeological Research Facility 57. Berkeley: Archaeological Research Facility.
Williams, Jocelyn S., and Melissa S. Murphy. 2013. “Living and Dying as Subjects of the Inca Empire: Adult Diet and Health at Puruchuco-Huaquerones, Peru.” Journal of Anthropological Archaeology 32(2): 165–179. https://doi.org/10.1016/j.jaa.2013.01.001.
Wood, James W., George R. Milner, Henry C. Harpending, and Kenneth M. Weiss. 1992. “The Osteological Paradox: Problems of Inferring Prehistoric Health from Skeletal Samples.” Current Anthropology 33(4): 343–370.
Xu, Manfei, Drew Fraclick, Julia Z. Zheng, Bokai Wang, Xin M. Tu, and Changyong Feng. 2017. “The Differences and Similarities between Two-Sample T-Test and Paired T-Test.” Shanghai Archives of Psychiatry 29(3): 184–188. https://doi.org/10.11919/j.issn.1002-0829.217070.