The Data Science concentration in Biochemistry builds on the general biochemistry core set of courses (24 credits of primarily upper division courses) and includes 21 data science specific course credits. This option gives the student 3 “free elective” credits, which they can use to complete either data science elective, bioscience elective, or second semester physics courses. This concentration is designed to provide a solid background in biochemistry, molecular genetics and cell biology, augmented with computer science, mathematics and statistics. The data science concentration is recommended for students interested in a career in life science data analysis. Students who graduate with this concentration obtain the skills necessary for organizing, analyzing and communicating the meaning of massive data sets.

Learning Objectives

Upon successful completion, students will be able to:

  1. Explain how DNA is packaged, replicated, repaired, transcribed, and translated in both eukaryotes and prokaryotes.
  2. Compare and contrast the regulatory mechanisms of transcription and translation in eukaryotes and prokaryotes.
  3. Describe and discuss the molecular architecture of nucleic acids and proteins along with the non-covalent interactions responsible for stabilizing the structure of these macromolecules.
  4. Outline the salient features of the central pathways of glycolysis, gluconeogenesis, citric acid cycle, pentose phosphate pathway, fatty acid metabolism, ketogenesis, urea cycle, amino acid and nucleotide metabolism and explain the principles of electron transport, ATP synthesis, and their regulation.
  5. Develop critical thinking skills for concepts related to cellular functions and their regulation mechanism.
  6. Perform a wide-array of biochemical techniques and discuss how these tools are currently being used in biochemical research.
  7. Communicate biochemical concepts to other scientists in written and oral form. 
  8. Apply modern tools and methods for handling, cleaning, organizing, and mining biochemically relevant data sets.
  9. Apply data science techniques to such data sets to address biochemical questions.
  10. Use omics resources and computational tools to address biochemical questions.
  11. Apply data visualization techniques to summarize biochemical data and present the results of analyses.

Effective Fall 2025

A minimum grade of C (2.000) must be earned for BC 493  and all biochemistry (BC) and LIFE subject code lecture and laboratory courses at or above the 200-level required in the biochemistry major.

Freshman
AUCCCredits
BC 192Biochemistry Freshman Seminar 2
CHEM 111General Chemistry I (GT-SC2)3A4
CHEM 112General Chemistry Lab I (GT-SC1)3A1
CHEM 113General Chemistry II 3
CHEM 114General Chemistry Lab II 1
CO 150College Composition (GT-CO2)1A3
LIFE 102Attributes of Living Systems (GT-SC1)3A4
LIFE 201BIntroductory Genetics: Molecular/Immunological/Developmental (GT-SC2)3A3
LIFE 203Introductory Genetics Laboratory 2
Select one course from the following:1 4
Calculus for Biological Scientists I (GT-MA1)1B 
Calculus for Physical Scientists I (GT-MA1)1B 
Select one course from the following:1 4
Calculus for Physical Scientists II (GT-MA1)1B 
Calculus for Biological Scientists II1B 
 Total Credits 31
Sophomore
 
CHEM 341Modern Organic Chemistry I 3
CHEM 343Modern Organic Chemistry II 3
CHEM 344Modern Organic Chemistry Laboratory 2
CS 150BCulture and Coding: Python (GT-AH3)3B3
CS 162CS1--Introduction to Java Programming 2
DSCI 369Linear Algebra for Data Science 4
LIFE 210Introductory Eukaryotic Cell Biology 3
LIFE 212Introductory Cell Biology Laboratory 2
STAT 158Introduction to R Programming 1
1C1C3
Arts and Humanities3B3
 Total Credits 29
Junior
 
BC 360Responsible Conduct in Biochemical Research 1
BC 401Comprehensive Biochemistry I4A3
BC 403Comprehensive Biochemistry II4B3
BC 404Comprehensive Biochemistry Laboratory4B2
BZ 360Bioinformatics and Genomics 4
CS 165CS2--Data Structures 4
DSCI 235Data Wrangling 2
STAT 315Intro to Theory and Practice of Statistics 3
Select one course from the following: 3
Writing Arguments (GT-CO3)2 
Writing in the Disciplines: Sciences (GT-CO3)2 
Writing in Digital Environments (GT-CO3)2 
Strategic Writing and Communication (GT-CO3)2 
Select one course from the following: 5
General Physics I (GT-SC1)3A 
Physics for Scientists and Engineers I (GT-SC1)3A 
 Total Credits 30
Senior
 
BC 411Physical Biochemistry 4
BC 463Molecular Genetics 3
BC 465Molecular Regulation of Cell Function 3
BC 493Senior Seminar4A,4C1
DSCI 335Inferential Reasoning in Data Analysis 3
STAT 341Statistical Data Analysis I 3
Select one course from the following: 3
Thesis: Laboratory Research-Based4C 
Thesis: Literature-Based in Data Science4C 
Historical Perspectives3D3
Social and Behavioral Sciences3C3
Electives2 4
 Total Credits 30
 Program Total Credits: 120
1

MATH 156 and MATH 256 may also be used to satisfy the two-semester calculus requirement.

2

Select enough elective credits to bring the program total to a minimum of 120 credits, of which at least 42 must be upper-division (300- to 400-level).  Students are encouraged to fulfill their elective credits with research credits, additional Data Science electives, Bioscience electives, PH 122/PH 142, or apply them to a minor.

A minimum grade of C (2.000) must be earned for BC 493  and all biochemistry (BC) and LIFE subject code lecture and laboratory courses at or above the 200-level required in the biochemistry major.

Freshman
Semester 1CriticalRecommendedAUCCCredits
BC 192Biochemistry Freshman SeminarX  2
CHEM 111General Chemistry I (GT-SC2)X 3A4
CHEM 112General Chemistry Lab I (GT-SC1)X 3A1
LIFE 102Attributes of Living Systems (GT-SC1)X 3A4
Select one course from the following:X  4
Calculus for Biological Scientists I (GT-MA1)  1B 
Calculus for Physical Scientists I (GT-MA1)  1B 
 Total Credits   15
Semester 2CriticalRecommendedAUCCCredits
CHEM 113General Chemistry IIX  3
CHEM 114General Chemistry Lab IIX  1
CO 150College Composition (GT-CO2)X 1A3
LIFE 201BIntroductory Genetics: Molecular/Immunological/Developmental (GT-SC2)X 3A3
LIFE 203Introductory Genetics LaboratoryX  2
Select one course from the following:X  4
Calculus for Physical Scientists II (GT-MA1)  1B 
Calculus for Biological Scientists IIX 1B 
 Total Credits   16
Sophomore
Semester 3CriticalRecommendedAUCCCredits
CHEM 341Modern Organic Chemistry IX  3
CS 150BCulture and Coding: Python (GT-AH3)X 3B3
LIFE 210Introductory Eukaryotic Cell BiologyX  3
LIFE 212Introductory Cell Biology LaboratoryX  2
1C X1C3
 Total Credits   14
Semester 4CriticalRecommendedAUCCCredits
CHEM 343Modern Organic Chemistry IIX  3
CHEM 344Modern Organic Chemistry LaboratoryX  2
CS 162CS1--Introduction to Java ProgrammingX  2
DSCI 369Linear Algebra for Data ScienceX  4
STAT 158Introduction to R ProgrammingX  1
Arts and Humanities X3B3
 Total Credits   15
Junior
Semester 5CriticalRecommendedAUCCCredits
BC 360Responsible Conduct in Biochemical ResearchX  1
BC 401Comprehensive Biochemistry IX 4A3
BZ 360Bioinformatics and GenomicsX  4
CS 165CS2--Data StructuresX  4
STAT 315Intro to Theory and Practice of StatisticsX  3
 Total Credits   15
Semester 6CriticalRecommendedAUCCCredits
BC 403Comprehensive Biochemistry IIX 4B3
BC 404Comprehensive Biochemistry LaboratoryX 4B2
DSCI 235Data WranglingX  2
Select one course from the following:X  3
Writing Arguments (GT-CO3) X2 
Writing in the Disciplines: Sciences (GT-CO3) X2 
Writing in Digital Environments (GT-CO3) X2 
Strategic Writing and Communication (GT-CO3) X2 
Select one course from the following:X  5
General Physics I (GT-SC1)  3A 
Physics for Scientists and Engineers I (GT-SC1)  3A 
 Total Credits   15
Senior
Semester 7CriticalRecommendedAUCCCredits
BC 411Physical BiochemistryX  4
BC 463Molecular GeneticsX  3
BC 493Senior SeminarX 4A,4C1
STAT 341Statistical Data Analysis IX  3
Historical Perspectives X3D3
 Total Credits   14
Semester 8CriticalRecommendedAUCCCredits
BC 465Molecular Regulation of Cell FunctionX  3
DSCI 335Inferential Reasoning in Data AnalysisX  3
Select one course from the following:X  3
Thesis: Laboratory Research-BasedX 4C 
Thesis: Literature-Based in Data ScienceX 4C 
Social and Behavioral SciencesX 3C3
ElectivesX  4
The benchmark courses for the 8th semester are the remaining courses in the entire program of study.X   
 Total Credits   16
 Program Total Credits:   120